ࡱ> ,-./01234567~{`!0t8q-E@@ |xcdd`` @bD"L1JE `x,56~) M @ k 7$# !L aA $37X/\!(?71]46z8<87jb?bMdF?/2II9 L0A3]" v.6b;mLLJ% mnb"nB5`!lC?a=6J@@ xcdd``Veb``baV d,FYzP1n:&fA! KA?H1 20|熪aM,,He`7Ӂ`'0LYI9  yv.wЯb@Vg$u mћ$sb^?|dJn#7w>H-\0sA,@sC2sSRspb.#gL\ fFeT~/*>?܁鿝|,H/tT1 ~Ɔ*oʌňwc/Bpxi8 8?U fB2B;EὙ8a|+‡ dokEIQ"$x>KI:.p΄%%6F&&\H X,ge`!sm6D8t )xcdd`` @bD"L1JE `x,56~) M @ ?= UXRYvo`0L` ZZ0]46J`<V1&20H&GMa +A`f``¡I)$5 J `u9`!-&+s+;>s @" xcdd``~ @c112BYL%bpu N*+PNG  IHDR_z&+sRGB pHYsod IDATx^]Mh\ x!Ad xDI"EƋH 2Y $j "(-R JE A"xp1VShA$ -wg{s}7O:o1z9|sλzz 7?9$QQT| 栒DEqS nJMri*IT7}V}}}9)JE+3sj!VM7zz>!ř+2<>hiW,G=UF~(7@ⅸlQ gceePfifЋ`szM\asoTIW}76Bي,M׀??ZKY'fޜi.Қ_4BOyL@~}hz㭅 t_VzWvꥩvҢ4u37Ru}ݺKʽڷ5Eqȷ r6ia=;۳ϥ/M6'_\܌/q_NpwnW[)*| <}#U->Vm/FwBA!kOX':7' QtOֽg'A+|y;V Gre? D=.A/Zyj肸\7jkq#NF JotԄ$uZqey 4Pb``߼TR R!YYY*y)$&=a[7;w禤U)v;T~]qsMXgHyz}y$ϤRx}IB#8#`MӇ iΰd-<hjPfif2:S43x)J`i6 ,v"wm.^\T g'0Qݮmdz)' Ov[tDKxcf GKH4b 2 ᶙ4fG]YȺy}|LscX[2$,u`>j%Kg9 S d9+ yziL6cX2 T9g_[?0J. Ƭ[ŧC0zO+^)R1 YՓ\Q/7V]@}* %ӫ,y0ڸtڔh|;[ȼ(c꽜g㨵#ǃ+/7-D<oo|RL'g3F5uxM첝سbI<]^tW캅XF\S7LJG@48"qS{̤DpMC.`sS[Hy"H A 67{/tc4Un3gjUFO}O5=& 0CYOt8 9ǾJq^\{a ꧍ͺvײ u0+ȷ̋.-mc^VS,e%kk=CXmGc4V8b){C#bUj b,:*'ѧm8tdvASQ-q v2^+߄R ki}c) Cc Ⱥ,nf"~%l9z.'M>\XF04thSqqёϲZuvA8[!W#$Ӂ*+}-*;V),j!!<3NU^: YJ@+oo׉}z PM5qvS)g.adq]붏c̀̇P4RzƠyd""ZkfX/-;=k؁y3)ϳb[I q/DSv8.TkG DP:'z:R|w,O:E82!eS'aindk>$# m48Ww. )+Y`(Vfq?<vPV gDS&cM3o JB1W7A@%qӌ+@ě njdi M}<;!Gr['7=lB9c-n  Ma-7uN C@4"qSg`8Ma-7uN C@4"qSg`8Ma-7uN C$'`4IENDB`n(|9,o(9#]PNG  IHDRY^sRGB pHYsj.IDATx^]_hǕ^!*AzKamCe >TN ZhJkea@/l vJy% .4`A$`As=}w03gߜ9s9_w 3]A@@x/<GuYx/GuYx/GuYx/GuƑСCli%ƙ蘆N` A2=ohD+~œB߸kȅ# ,%^抐 tՎs7F$8;P"=GD{줗4E4[ 1o!Ŕ=GO4" E.x qdïa"֛޼4>gn;i{e\5;"16SXP+W^^y7^Vx/oNޓ1ܸycsu ?=W_ʯZ42! |wtgdeF}$pfk9PmC@x1TuHi[]~=unƙgԂј`S{KPrZhuFnZp{'TK1(]RǬZ)\v^go㽍g333)HxoC3Asdxu ֞6xw g4={q<ӗ@JT[򽭞>%{Y)jG}|_ peJsΤn0^fP/@NYNҫ^%IKxo؟% d 9}-}(\DP_?˾-& }d$~Fln!Al6BJ%>,'QwJK>f}PѴ"><5F>>[y5OV;3}J%F3+'AXޓZSy2 T%Ad=L&ƌ1}49LPIt4ؙϋq}4vy(s} CiPRA)3^O! - +LjOx:wơY?:N0.O$}x*R X|9^RtH3£qM|) q #{ҧcD,IyA(AhF $l?"}W6|E (Ӆ5މ^;{4FH%{28ΰQ[RlvFŨrILu8D{H)ǒk,"v7T8:{^j 0 F]q>6jD=;E/WyG_H'4FgW>BQr4啻|g{VU^sP"||ϡ,:Ybo:k>wGǭ[J ȏҪMzZ *b~}g\F=U(lAS'P7>ϰN/<6+*1ᵶ2 a+: R-mȲw>y?W7}:y)0H@ i'2b{ qNCΣP/SJi;̤1帶ގi>jǭ5X"E!^j05wT csrMw8q۩#Nr[zyN*s&r(Hï2 >OG,p$,)>pBC3E>\҅A RUtA(K75L,8&hCb)Hl Oilͣ{+ Hi]JfMW'qg`lGQ)ǹpg3qo)6+|Yg TWL$l)ASw[qy%{OD9 Ht,bbj[x hhЇL6$;>Q{{t{[~n0 ^@}7Z$>DP&_ʒhǷ?>~_ý7p I_mMy(7[w^ o}өS92TB>JSMj޽{&|jjs3jý۽iswzIΰD^;1 غ5љz"1N=2iN= A;E&1G觬\c/]s!}}_6Kl[e'5l߮2zͥjz,oV_^ =)FLC+vv폏C2q>j^5ӻs ~ܻfyZC;:l0~ pvᯪRux P(-da594[w |vEǍ)'Qt?S-|~_%<{}[pd]^g.gQXzz)&gXۜz==?3GiV,cG&Lj KRki:C}F>dSX Ⱦy$ك y{SM 68^I=6e磡%S׉' P{[Lrܺ/aO4}wŭtwww?pogqaovU+ܮ1R[}n斫7'qFd"@LO>v +KvƧw?;ut*B6 꺄>CpEW[. .:K($dBqU$C-cb(x/<sցۏOj59Q+\?0Ӽ)q)$ސf0[kr bIx+/ʸNِG*ƅwtَK&wd~1 q|CmׯҢhBc/wӯD*TR; YJuM` TiLe*~G\K{/w~&uDǛ_܉ .?!SΝ^7l~URNZM =Ѿ!jX|>ں_0|~%V>|xҐ\Y]^nyb٫@@Z/b 0Mx\O߿b`ſ[VL`ϗp[(>2ffyѳI >؃j8o~ZbW?8}({}NlO1QٸU699iqR}66EAPǻc|EGpŗ.p|ۮgg4Glc힚;p#GtQ|TppZXNw?GhGYaz†YHc XeQBO d}҈A| U]؋׸?U?ln<S=%0ۢc WRZF=}ǝ@cj uGTrX]E6ca Dѝ)KȪg󾔼 d ;?W_)vTt٥^3룏*LS6=hB# 'P<}G+/*x|ǎBJ ZjˌaG[-7y84j=1˜痕%dU僻lkg2+B|/bsFlwQuQQʭϋ 6Cš_#éG[9Z|JuL~`3J}J0A/*WlYNmiOjNk/t ZڟWtPiW*]vxTpFw9=%a,{aՋ}}{.c‡/v ,ʫItb *3H^;޺yKNS-+c ?mjoSfQ 7>Hl[xV?%Β(d}/Alz@b]{u.WS&[E5jEI*4 7IN~KM@@PPTcԍ޸\3\u@s* =rR=GౣUl d YUg2~~{Q &1PPEh~MW`p0xf Dbe?0@@%B\<y+_ytPE_+đdWGrVmuq=ٱu"tQ'C^S0A4HJٯobZ{W{37tNH #ݛs[V'QsSC~<]!Je/NQ5PΕf` A@} iT K@?Ք`O_tKA,=,fr2[A_3z{{ j^oh &e}~anmNzIL PNG  IHDRv ZsRGB pHYs+IDATx^]_hU!pB2,^&EOhpMC*˻L.F& y"B[ljV1M:~bu)pupgK  v]w'.K a hh{rG)Q PxmttN U8%W$4dK <837.s\X;#@8K<7o/\]R}3\&m+>najՈQe3gQl3sUCոY2,F7uzbB%B^옉k7*"+@ҹF8ol%Bhhړf>z0E`ݩuiexWO@Coh3'8y{iT%2_.7tdh_XTC{yKO~0՚ѫlF["೪E<2K1 qPM|ZB$bS$*d] A߾p^>\^@mlod4}አf욿6?߾HM{1<:s+ t|ٴ7 W连8~ξrX!f@ ]8yh,>SXaZTz7 cʸȇ]]ʯ;<\dߟğ&_,/ٳme´Ll[7.@E~b#7g_t}Z"~Ũ;MW3~gq̩glb$!0-[reJɈ` a^6_zc ! ~dP/ڨ{aTH&-cy( h4(^L`mo;QyȓW.kWqD}dI 9|-Q`RkF̤oȱ֋,]@K\RJfj+u FQƜi|DGӓKoE|jP |]777OlQM#-'ly4Եu-[R^C,VݻԤ.>e2#~4[&jEK<}t~8JDW-]_@r^!ofX1~n= g?c 4|9D=ǀؼΕHrNg>[(]Brr y+߬ȗ JyJ zeNn+?)qȼ ђ6 |\o,kglÌ>kWW(.@!wCݽ[7¶-哃i̤VbܙIKZONxr*y< I]8y33G n1ioU\XVAYޮM Ue'l?*)_'ƧޛgjO:~ܽQrJQFdAboϽv. 7!pz{sfGd寢$){3&K'0HO;zs'ZRwJ\[]BZE.t<Ç-x">8 n_/GG '`3u (O&02E_|wr^Qk=m{ܘ~:Qcyaߐo]PxVW.Nděʙ&،1(&=Jtp I*NOBOA@ĉ%KN#X7ML}2:9erbY#Rk\8v?3 KKzWfܲ[8~~D7_][ 7pȧ#AJc2n'p'_T"T16ӊިK&>a3k+ȄTqyFi(0F%:\oI gLl1=x}B1 ^,.3?͐7'\{ |yg _z8 T0u!_!n`ZsҕA`a镦(welZq(Uwܵ7[DKŷ"uqHRFszP{>/<={rvgdp/veu?=?Tg~7r2WpiF(6}|0CuFGF-vu >ūBJp/6b.lEw^o}?+"vwN0!X:n쇳voL+QqHȱGzח8}W4C|vKPqyPcw:&^5tlm?Es㙁;:nu @S`ǴкյUEZ?!V^G=V{"l~YX;񧉳uZ<#k~f66g'4h({S탳 wuu)cǺwu׿'GKo5N >}ftf剰RX==6V}2Oʐfދ#wu_`[xP `Ȏ|zkÃaż350 ۻ]~廕X! ~ !-RK͕+J.}Q2adž| hPԭJeԂ/Qfjz ,?ujaGtP# ~2vJ(/"Ft+ (~QdXOZF8)^z1\g5JOrl%z1yH""mF$̳;\R'(¿6~PQ{F.V8;d06f S1p\v)er%mFQ @ ]{hP KFwC5$5g7;~;tnPSH#1-R^=pk!StldGD]& yup12T8;u{ @y/׼o#+ ^G3jG@:u;Rڰ[SbLZg}Y!(^OwX.]JmyJBx^ `;pFGOukl/& 2W F1R~Y̲u5,Oμ"ϳg(+!)` 䠍:ĉby98?B^,hY.Cc+Vy>=bۋim1f7db{1(n\i@abo%Q"b8~D#2}Jȣs4ˣyab41U!67$2)Q/#l@CD%蜁r#1nxҽjԮy Y۟ Bc_#tv GDFP+XO&@pl4 JDZb˓bqTQcm/l0Bf_!ڋ0-GWGQ e) P4.6(DOnBZa~PF{ObG(UupCfNS3Z`%V+bC''eiop/CCҋmidStÝ7s<E Pyt-`\y1 H#Cd@X-5'ǧ|0}T(e57})ƣ''1^L=Qs;6/t|]ZJD[H y<|FWjehl;j}xV#!@q"9NqvyBPP3,>BhfpU)XxO1v+M{!O|Ce2&ؾMG$$ŋ_I% Xcah/=0ƿJtUtV<[cGt+ 剰Rvo_Q~ )oiV,KbN.vDjW*( 7)tA"27E)IDATx^_hG}?ʑCL"999$z iFCF"SȞ'` 1XÐN~rnuT|c=տ~_~ `4}gIHC:8 tAH: tAH`֋ߟ taJ$@:/],9L$@>REڲ&zyl @!k,dB@ B$(;: #D  `J&,L$:0t@Q C\ $.HAwcK$uQ2T |AgJ0퓀Ad+'PL+?] l! @ xFN6>}tThKLkYQO;,@$"AK3Heu[ /ڈe-,F$PU惙rkG~unn>2ڑ#7\l @@ScNnڪ-6H@#9 N G/hϋ=+$H>nj?1>ut 'ϚrƒHlTGKϿ{ަ,C$@ PrK'F^|Ҽ֤IH@ut__|{QLon ` 'P"IF k7NvR¿4>i w} UX/Fɧ:L=>Q;P = T/ `;9,+fa)B.T8v5(:hÙc3K/}adlw $RK,F$0P W˩e%xZ"֒ Fk, :4%1摀k}Ja9Y I t#bJV@ APp$bYQp<$WQkwI _al @BA5JS=܋=D$@ jY#TE(\뀣}@:CcxFcg s>fH լrƬ uБ(, xH }3~F`"yJa@8. cތXB&|f$2ꠕ(VX$@Жˑ@h4UN0$h{}OtAWE)nA8()k @9w)94bWWb% H I|r`aa:>GIa1h*/{ã,Anꠋ ())P.lz-96"(71:Xl| fpDВQiX:=",]c7˹^B8 ;{9F9/޺nܒn0p5>R7ւ|n׷N}yG&S]rq. ݕ=6&,kTWq?|7&Aaˤr; !$A [ׅVV) |]:;7KKhU$}AވK} tnVZO|]^sxo?}NC$n5}w_6+agF/980At‡Jmsrd| 4.^xb Xp[ϕ0gј35)ek7FSf2ogvr#%NKځ̱5#7\^Y>ȡodzROS=7A{{.d1P}3Y|{Qu򟗱gg>T88bk|ڋX~3jh~T(o nχ;)t1nǮޟwSm9FD{Jއ V$\G'4~ tt蠪}7&[,sEB+eeL4譿wGN[E/fx> wl:;?G`-Md*u'?^CV8\'bl駍YeBLb`ptԜ*&R{O8(A_,џ itd/%eS˳I7ٹⶤƲ.øʝ;wl9,B EBJ|QPO=9^ ccom_A-Rd{ΜWP3!(/2HK띚?l+W~9K\;?VLA 4 9ؽ@}~wHǣ a>l# ysԂEl7:?w kxӝgz 2AwX=/0m'EgTʺXEX!Jyoܣ'$8b"+ypBzAn5.v4u"X@ò(Z,@ł:X\hh%A'^B T)ȩFRHt-@n)-ȩEޤзpH+A zA)J<th*Ah%A`1 g58m6LEK7hO& x+9ea]-IQs|K*O 縸Ȍ;PskrO g>>4!vD6㩲}.ș:QsL :8zPV@XAq` $@~`>:   P[G$u=c@$7aHgH&@?l {AY ~#pO:1k uou$@ P3f $@~H={ƬHoA֑ '@tϘ5 M::   P[W!K/?r<.Uw?b*C]{s=/=ܨWkk[Og~fumuP=wW)[36^;8{vyhdꙩJup\sش&_.lQ [VI^xA6slh7OW~vGo-cH~w굫WP}OUb>SؤD/ZoŹQN>o4">=5}7/nݼ 65W.7NN=ۙCEΞn'S]0 )== k ^F]q.bsϡvڳVxAOaAon6a f,G/Pꂪq!ħ8ϰ=˳xĶܹc|tXow/\i\{| ץ o-,mZ֘::eB- gT7To:MZ݅M\Gr#aRcc\ߺ.e ˊ J\GAE+%`@֯K_ou"Նף6SJG(/E/-㕫Wz-S MrdHp̿6j9V:(E ս Fp;>{> G-JMf|{G*Uw)^ tY׻I:rh'] G& Y5"oԅu^m>=+M;znB)4颵 S#@m@1|SZVmSyX ugw M:KD%z~d^HUug}`(ֳ<EE! hRRո[⎬ Cumsi@j(Y-r@cq,8dIFv)YSU˗JTD2須ʦGGpEr@Q7 ZUAhj.W!ŋG?=y^,a#$K/)|Q[[[6ݫI?[-'[r~~uW~lK.;w4&KJ~r'Fإ 񊋜>ܻ"0r P?- XUJ(?쌴([;hÒ$v!!Vz#LJ432R^c?p)G+2#H9'cHZi7M`e&1ָg Gq{Ac|'Z6`?tבC쬔Ӕ)jv#F6d̔jRݫjI*I g, j 2%]_8IYږ?"Iy/dj\lvD6%;Ja/&+(^Ҩ]8y5)0j7]dԽV&+)>+Au~yM@vNC`@QA> M$d^X7@c 7m #jh<M#>iDF&^ %I,EZ6 Z/u|(bx礧zqdǟQGJȐI$b:s<*FYMLAIQ2iM)&ee7s} F iw_;5;vt/_-srr{59}=8|Pf]kQ+t<&ȿ,.SkZWJ_V0_puV/`>V^WsT_OڔÈq z?7bb[2}0 G}Gzv}xRR* r[ TV\Xf%}ftA^Q$Ŗ.` `4+$b{%@_!g#lz8b\uІː@2㗱6/= wup4H$L`csI '@,) F:\ P GJ$@06Hp‘ @`9%(up4H$``csI '@,) F:\ P GJ$@06Hp‘ @`D!?IENDB``!`Oin c8Lx] xEDϱA$!,Bjh%.!r!(.ˊ"yAo9daUdp侯:3d:g&oꧫ8/tJ J~+iZ1:~EDH_;!( cd~(\;C5' bnl"!ӻ!wHO 2IyW,\opX;.ฟ'&'>e%~z]lv~*I$R/;^.5'_H$' MF>@xA//w#U(.$GawÿSV8 9%:{ d @RvsRIgOB̯LrӸ븇EW01.U" Dʥ*R'&s\ D#.:.ň3Dϙ{wq3e>a M:,Rn='OFnzh?uG'0g!2)GX>!Nq~~!Pw(ỹ~Ï%@ 0H(-KO8@)3 l"+`~MRx~{f?lCDv~#~,Mǟ'&ԧ[d֗yZ} &H=Ϙ! EIK6{|'s(;ɶ|:_ʎ+ly ї6D`uZ&{!v?p>o쫯⢟&7їxj-F*\q.h\r3 688k݈b1i&-Uu(gb\#]\vWg0Dz6U&nWsk1qIIhuU nͺ'Arƨ5v((wԸJvU~EH fwWY.q ?KE߷Ujgea) PP=~'M,$lg` a*3\*V3T Sys:n?(P` tFW@s:tg2Zkb1Z\i+0姀٠^R *{ѰD=YyUuݔ} y2rUqv-d?~7~.kSu)DҬIxBmҏL?s_fv\{I`Qv4hqPb&{~\'F |Tr/!mi^~>㦟.|sUr;03}(;dA7rf [|6xgg%lGc~_p0=m G1!oˎ|wQcS׹6x)GAf9ȞmLD[7L6Gc+#^*{? ; oec eJ_euyc5,Y&;v29. aq!3D;^bq|]H. Dxp _^\$" Ŷ<~d2@|̝|tUzwԺE^[C;wulht^b|zyk 3@!9p c~Lͱg{)eFͱ'͓IFF'!浩u! ´7S[s"(lI8>c~SLͱU~+s4. 8>SK}TLme\k׻||aj>vo4k}_Hxz$迃ΰcEg}+%HxkSedQLwʚGq%}y*FR[c>dA6iJvp1_7{<`6(^gbAlPB164eg#pc*\u  UGLW:$#4叶 < Nq ݳ'TfWISyp,45M4 t= ]} @.Wnr3i9/H%dۂ#m"Vf ["\$ mC; ˡ (% ҵDf0e*ma:نZ1Mqy\Fq:DžmhapW\|{;ۆ؆s si@QBm`P4lk kuiFuBK `o4pCmm89.|Gq ⶡچk^jkmh}aچ؆ a⥶Ჯm@?sAk7  YSNH@w(f{2CX.% K=8GdJgu`~-Ӽ} ֹ\*w~X/=.#J)9vPN[ Y7޻^9 .պst JM}v8#Fa{*_[)`gnqҵQ}>m_s.\ήRnͥ٨0>f2b[@Tf߻AEɼ)sN 5/^WAq_F&T}ϵԽqt[zYu|YDvss ~ iѽ ~x:9TZ1_JO`ym{U>Lxd{=>WAd{#דj;n|u8:W\'Aӵ mN/ҽ ~ _ީ=ڸ=ޚx{pR zҥ[V3>^I(6ҟ .#r ('j 鈟Q,o&3xZ 3ّm;G[t}4^ʩjՠz]NvL2{M\PV07x⡩ZcGB)h(AQC$nӁ=>]Z5IZoAk4:5#ִ#j'P`{CH!r*dsWKwר6+Uը[/~%|CcݲTOUn` @ݎUnϑ8| 5K#4x}ƣl5mch{[Gwzj._%#R.2ڵ\>xFJrv;Ur䧔䫹LΪUv#x̕џq?;fIk{YGwzVuTFlhXk 7X:ر׳|_X9+bZr["F+ƪ׃HmF+*_ETe2h5Gʊ(|Ԉak45ɪVZ VVr|Uƣg=_tuūzF+oׇպ^AGaߪ4CLz½ iwz½hwz½qhwz½%زf˭[~" 8TV:p^_%-((3k:P_}׻l=v^FkRTDLႲCf_C[צs]S/r42F H뛔T/b$40.! d\2 \5ɷEPNj@= 4?찚*k4y xZ l~;㧶9ĩ qRShsf?͏ۤ|ih!=:`-m %*)AJ&6a@A86I!T͜=@"-k}޼y3s{ E@IJ4pTCf$Qq*="648?YDp0caQs~5' O_h7^'y Biذa4|p5jرciܸq@ͣ3gRyy9ZI zs~m:{dL@H#0p! ؀L@=xgg6B`&` dP`6Bj&` d`6e ؀9@l 80G&L@d 83pOIPs\VvrpOl\hkr{$L!I2aI!3`19.4p!58 [&` d ؀Y` r@Lb2 0؀ Lm-: ld<2/9{ fZ~=mݺvEGɓ'̙3Mt'gϋx[-{BLsO|7o yCnls@foI;5E@]}#kK9S`nlccK3(uZ/ϥF `4PG$\q3͗CFpdkqKStxNYCs^H;] k< £яG{3~ySTydH1Uʯ{ %4%ߛLƝԸTrqzQ>x5}G_я{jq1Q~5=zۣ_?]OU'3Q3j,|#U>; /T83yu>4?'PB5Y+Y5M<]Y >@V1c/{FM3/5_5ٰۧ~֟uhСR.4_J׭b)[4_(Cy ZJ%7QiW*Z Ycwwn>dI͕&$fIn& fC6+*Ϭwp_]Gٰ~S:XuȸJ4};J5]֟B|)˂! IB,,ME# R6"mHM+[JzJ߄e l?IM|qWQmy!LShöc%eN0X؀jc66 <KhOGvhUsq8;x"m6~(%5Ar?! 3}թ05=6 0\-vq{Uʶr^o9=3)ElU+^zyS{E|)H} ZH\&Iͅf0yN">I ?5=~.ob%^UBU,^}|ND*>>||ޝOOz}>}|$,gf 0ɋҥŇTd>>.x ]_B u)Xt\S\U|!)]~wxS{-f H.?T5~Wq{}F=zG]+Q}2 b?w~w9 #BC/vgCgyᩞ?Wt5 >PŨ sv3ߛo:ճMVR}wCO޽υUiڽx ^͇/˄ &}kΏ)g-;?R,s{b/_J7|EI=_ $q[;u|Rwt=t'yQ}Puo&xÓ o22isA(U;ۿ;߁\IE`! .r&7f@U @2xcdd``ng 2 ĜL0##0KQ* W ,d3H1)fYPr3PT obIFHeA*/&`b]F"LX@M!;3 Q9@& Ma(w 4p Z.Č`uP3vqd yZ 1>~s-n7ׁ H-\0sA,@sC2sSRspb.&l 0(+t `+ tf/?`s@6hThhTjBl+a^ /cႆC:+XEN~'T$;HUL. s"5a*A# /.h.!~``jcdbR ,.IqAS\a w`!:;[Xh @Tx]}lTו?a3cWHBfmdmmB؆TʦбTm@+AP>PvnɮK-(IwQ ]Ğ޽oμ7cH^t{޽{TLzfN,jUjqKXS;:ȕ-]<gVl,-Zx"M` +N_z;@cM `W#AƯz'`}R^Oae貤,W{kXǰ6qp7Uq [l9ַ9÷ֳX/1|.)l=-a6i)vlϿWDΦw?/ܦSb:v 1~4"k$y=jx;V0[DΟ:F"pZkaG+ƞ4 {}\ƍRV: @?dJ@\o5|#+VJcFUΏgYiBOvY€_S&ƱVI9&nzK%٧hx^ OOh,O1{'4&?&gK濒ﰴc+;bvNlBoUVTn&eIBXPD9TOqxAfcC/ \Ejd|Q.Q\?py+wu!Ea]xuD>Acqx*cjWcm&Zn]<僴t ="՟ ]ޤM9'_Ctۡ? cQ$|5udg|F~+؊Xwjf#Up](/ea]*'5LȮ`K&hcvL  ?:`1_bv o?u3ۋ9@ H"u52(/(r|.ϔ|}ke;n=({С\Qm:報☀ۏ 8~\,2z/czL@taZ+( sF]/2F7kzIA:?=B\!^GXҚ{ nj7Rx}r|LJ0gYLsڗ%,«VuTB21y:tvhuvrE%ፘ1>a;q{ Pk79:gT unR9\s7u-/RW#"C7L9 sPn μ:3С\Qm:⸁8܏8¼vgyg5D7(lRsaѿ+]4}:a+1c>4)(w0a{g:E3sc94 sMbC48Yֈ6>;:ZW(jWk үJY"p \"u52(ϔ(L|.ϔC>-sA!.s]^:x^o%~}a;ï s+;ڏ7Geb^WOը}j5W6{_ώ6jg=j!O}W횯eP/'_מּj?{`[W쿾mގfڽO=j^/a7g 33jچh{#U#ԯ؏;b~=:{~{mG=sGy_Obm]>bW}y`C+oy JϛͰV4΀̥Y|&a~@~ğ7yVO65|Zyg {Y>1N)):U(jWԯϕNzW9WV> \"u52((z|.ϔLҳYDg  ]N:xNo%q4^ s_=-Wf:Z4b;缩/ N<ɹ V~tl`r=CACwe[9c&ItWtwq֞t5uwgͫVeOJodËV`k0\њQ1ݴo=W&ANʷISA~eʿc}QpYw[_9&Ӵnq׭맢h][ߗ~Uʺ%+9ܙ=x)X_'K2D>g|lxetO9D:t99:WG\4VPWqմFQ#@wn2u8qSה1[f)ux|EqnCx/2oynZid Ԡ mr>w*_.egլIT@ >}loBll z<]c<>YsM܎P>dk!ۜ1YCTWL1( _86kYSQ4Ԯ2zFF~UZdE$i.H]/wKn|.ϔMK&hoCxuDAcűpKwXðYaDW 69I .wNi!IsE&Il?$=^[^Z՛Sq HxͰYdA۟țy ,m?f7ƃbyTiQx~JF #P|\r,r$ p/{WУI~k؜drra](׮ q)mbzwt5#PU$PkV''Qd)uЋwnNqBٟn裘L:2_%s?RLg4~mʝitD\t*ifYqmW9(#2n pG Re*e(wCy/cPYbp{Ȋ%r'[hc!0↘kcVCňp^z³5}:ljeUw9~M l]<ߕΚv2S9c|1]&eL2UeMv(Mrc]Sv 9Xē#qA<<ߣ/i,Z(dV&fPbo֔V("T2e(F  xq,Vq8K|^Ĝ~qGrBf!:waUBŕ^H쀙a/Eg.LPSV$:߿L)/G٪e\T!"9 9yPyaAC9+aI>,b+`3t^Pop1})2FL(^}UbX= %p -w,dsFY!b+r-V/?tgG9w\)c$%;0NM(M(El)FQS s4/ZGNJfi m&٬_f%ᛕNO$҃H闩d\4PCy,ዳJ/>{;2 ѹ #+a҄6J^_v4+?v(MtnfQp01vglkS d1JRޝ,Ś٩rꇖys,Nc9ʩsmho{4Ò!^6}$}rK>Zh})2cFd(^}%}v~i= ǭB ܅4DkR:7AKT 95?} ;S:#M zf ENi㶊S7O)uRQSd4v-ILgξoɯ*v[dLFK[%0š-ikB5szfFUXj|son&{ؐr*fT22Pyӡ^}U./Ƚ;2 ѹ J/Vd`!ϙ0Z6KKXYnh @x]}lו?w{![hD@c{ UCMM+E-68-%-C"j@PҢhRM(GR*jWM YBWQvEsfw{g}8鍮g5sg / +`[XDzpGݧ L~+OǰQ;n=3U<$/?p`# >SϏf%DKxX 'aEuQ>_`-k>o8/dƺ '~^_=}[ la]^.OblX{Us.bݡ^U`s-I6M/)XWނKz[lڥi+vVԃ׿_M7x{Kj~¦ ͡ڿ ^?}_HYڏ AT՟ߨGԠ:i ;M4to u¦;n{`sw ylsϝ! ղ"6|z-ԾQӬz;X_:X}BYϻ.p]ĭz)s00. u0WG Ipճ\v[E%:;~GmA <ߗ5~?~Ϧpgqf}|-Z`T5dQ_gV!_>y'd'Wi$8Rc<&> n?!.?;+%XqxHmr~#c[يNM#/-F?ЍQLd U:h2NA'~ )ĉ481m`ljc=#lhg>/ ./A&ȗs#s o^0QXu)=?V5#M7V2>6/vֽ0a k]mDriا՗_aP-[EdS7X[M{&̉˯vcv3 CcP~:N22ZYȏ'=">֣|1s_/U]Eqsyd)UcKRN0,Xz\ZwA/s_ >KZs ju05,+0 |5LE^D8{N@2\6H]թ_AKy.c# ,'Qd:lx-uHNoHqc%sj7sl3'9"sI9Xo=' 6D/ZPۡK5'њ{Injwݏ{ϥXy>w&r)Je}k# lSQ͒SHLx̸$aNyk#Q4N ލ1:31:)wvr9]x,6oF q m]ްu8sy\r P;s4IL`mX{cԵN]/ ߛ _sa](vQ:t0]ꐘߚՑJ gf pz~rWzzWCt L-o~+ %WO3ZkkNh}:I NãF6q.Q}W@zsMElP#,{CM὇8=D_{j9C9\kZ.0 ZMWu}9ݻo7޶=w8cuN]/ ʿ _sR{rhzr!q=5# ~ǍA`c0ߖ~ECݟ֞CmI8mρMqs;(?Z-w } }NE?v^~}uJr>ñIj_73Ad96{Tzrkhz@xz`adCbrkVG+g&wyM4SզTe걨 N}\j}\kV/Gn>O@ӟC8;YzT yo kӗ;G 9qes=1'=uCrla3?s + {8n }wʞ/,N&D?[YX#[IÀXa/oPx|)ϕ/ȱ^/ {|:FC ˥iYi0*={0~ \ڃo}WGgk1x_unxU.&VKXP_{*^zé5gZ _}~RPu]*Vr/r᧡\+/ݞRj(WRstrԯBV\pgJcSL`͠ KZW߱ G0nLY!JC^:nV]vN3 SR NMLWSZGS ;+ff'fWbK 8[•,kNcixGG|U-5vg=D#4Rm?*ʶ1"U=G|M} [B(i5$ \!6b?Y1)c3\gZ"(ka`_BJS&x)y_pj G-Vz$I8 h{~p+;hkҜdrrƱ.dBN԰Z9=;O@F~IuãC@_/)?'U'ŠHk|Bmlzrhtb˼SHD0 ԫj(/3uW>N44@_9k9T?0(gEGU9;LS佖{l1Qcs rROp++w6asY9k̲?y<n³aO1E\{HYDL|1]Ǵ1ݦtLߦ6Uܲ2?Nr&iچFfX2eDqho i6i-⣸y1kmj%6fTGQ#Ҕ2v8e0'D޽58d9oSwj{:nne&BzkwDq5!pWF=nKO5?]?rK!F45řQʙ9oP9oPř_BjM4fKo[3tiPޘ!9"&oDKHid2r"^{単;Qg[ r/c;0 k,ؼ5b ! {R>#֎yS$,QY>ƖDLmFbqÈRjISH(=N*ΎOzų+KcS/`ҢI3cV Ƭ#J FAJS&˸W7yo`Q;UQ>UOp++w6asFVkÈ^:8#^kĄ#.޽}&h'+QR d.֚NԷ=Ƽ../S<./S{={.4&9Zh-9 _3fhN)Ĵg<{h} )M,S^pJ =ފFxg r/Ene&BzZN_mB?0n:>aEϮEaO$G+)oN?&]~_s FA4x L*`o;Eg4f3etϤI$Jg|WwwBs|rvLqb^zƼ4CsT9qEJS&x)y_tz =bApɭ+;{an,箍T]iEժ?16•+5D3fNL?HzYD闌ܷxEw~6K+)qu*t@wO[37 61uOHBckv遲wsʀӪ352YCNwc9 =EwWn>Y/UK_v\n0jphX%c&x=tjʝy獿4yַ494t%R59׽GE/bUq.wT.z {)?䭰Ly0 2iALL<;,t`smKbjY:R닿bov8S& l`!I#ڜWތ'``0xcdd``g 2 ĜL0##0KQ* WÔ/d3H1)fYX7$# ( XXb% d7S? 201W&0;EpYRČ`uP3vq50:dR+cbu.q1HZThW oBU^?lpb/w@*a3dnHfnj_jBP~nbqyϘRaud0߰f(]-U@ƚ&Yj$T.ɣ3^OežQI)p+l"ρ%F )LQ'Пҝa=[(nbi}]buS}3 }K>7:`!ZS$*KjkZxJAƿ˿D`a` ;AR&>@C Hb/aEwH =w3 cw̰ `,AZ6KRqEzgk.h=b)^ l[Jcr دNF4t\t!%qH1i4~pQOd JxڅO Q=(RRjXzAQS#Xyk +뻟[w=t!$.eؓɱݒ%RH*"vc]=~PIF*MIDw|)7^O2Ş 8`, V^?xE8{)Y;΃jdɝaiiG]XNEEF_W@vBT_OBBy7`!:Cgv*%~- p xcdd``~ @bD"L1JE `xX,56~) M @ ?q 7$# !L av@Hfnj_jBP~nbWKt@ڈ+1Xv] ok݂l#@+ss 2} fB 2t!$FIzR, "\P{Zv0o(+KRs] VE`!HccD12_` xcdd`` @bD"L1JE `x؄,56~) M @ +10j䆪aM,,He`7S?C&0] ZZ]<6J` R :p6kk|3F_6dA127)? b#6Ō] 1n3HO  lF0pAC ࠁ^6F&&\6t3H0`!Hf_)aq : xcdd`` @bD"L1JE `x؄,56~) M @ ;10j䆪aM,,He`7S?C&0] ZZ]<6J` R {:p?kk|3F_6dA127)? b#[6Ō] 1n2f*8،r8?/`8TAu;mLLJ% mgIa`! ؖ2x7Yn@`(:xcdd``6gb``beV dX,XĐ )AJRcgb ցxR |@=P5< %! *3 vL@(\_(~2>d)y է>F?3qoG^~F;@Jm!l?H?$37X/\!(?71K] j2eLtc8$(p~ ~9B=zwnT9Q存Q`D?ݧ $FI&M8_Rׁϋ5p<8$4¨ P?@ϏU6\/bAU ~3F~HdjG!?]σʿsA*8?#v0ohcdbR ,.IehC#f:`!uU 5Cp7H `$:xKBAg[K$QAݻE e$+D'x)uSAkggw]N8Vw8ca\u̱1sfݼ[Z=)A$ ݙX &r "^K  #*^ɦEB*۞u\cPv -~9`I}b_4с{Mx].zttF؉VRLC5}椓`!:-N{mGR+ xcdd``~ @bD"L1JE `xYjl R A@1 ^4P#7T obIFHeA*C0 &br< 9W H& 8ߌFǁ6W&00AeJ .d$BIp.TY ~4D:Ե `P8121)W2yE;`!H!=He㎁|` xcdd`` @bD"L1JE `x؄,56~) M @ +10j䆪aM,,He`7S?C&0] ZZ]<6J` R kp3kk|3F_6dA127)? b#6Ō] 1nR3HOlF 0pAC ࠁ^6F&&\6t3y_G`!Htʼ_N U xcdd`` @bD"L1JE `x؄,56~) M @ ;10j䆪aM,,He`7S?C&0] ZZ]<6J` R ;p?kk|3F_6dA127)? b#[6Ō] 1n2f*8،r8?/`8TAu;mLLJ% mgWH`!p&?r{+/S-^xKkSA9&MҘD# bT"FLs[iD\pc%]t[A\؝ W"ι0gss'1gґ0 #FjAz蕃X+8n=i(AGAK.g/,a]Ss˗gUCY Dᘚel\mZiT9rzm~ax|9S 0\_C^ * ;It,\^U*+\pWDHPn$Vɶ55/;>EoGC}>9ΟrS>g\(/|W>>>87)V_ZOWdtMK~s$~ ~?!;,7Oдcm^P– j:O=S\{i[Y[I[ 7:^7sfZS H42S_Z`5#`!j8&LM1 '  e%p8xTkA\.7[KA- 6v)NKce"..SV*".A4`Rhc0| 3'hon rIޠQ$5cr^AJTqr0ch1HB7 Iڔ2|l)P(5Oq*}(YM6G w]CwaT>1RP gu>kٵ~(Eo{4:z`R?ЉJtm3x:8Q4þJt"s4\ƴө 7G7͇xS'M[Ss+WU?B,V|e_.?QvO/?'֘*.]bn}rG13+/*|+-<%'u7&qSzO,/kg'D//7/e_}'u];`O< ޳W.9 }b?cBA]Cvw`mg9D`!nш?*`~ 4%p<xT;hAr&w5FфXhH sD\&' )J2Z,6XZl l!fdo{1%?y(11Q %IVqDL u< ىD'f[bZM%p_vE-B^*,jmVAbݒ=ksYۛwi-BQ<ϕ )_SWEƟe푟r }~,c)_xܯH;QeY5x$Oѕ}3S5sa'qkNѐk{g]/T$^Lq_6?'/]΋i΋c⮾,gChl=S=9wӓW5IsN:YjxKNݔ {OVZ7֘7k߯~jNmx?dG\AR81N3;?odt>{BNΎ>4\m8L2ӰNL4ӃBoD3 lsR`!'1Q5|Q=@X!"xTNAǮJeY "Mi!dcD&&M|M(D̝YfbYϙ9;GAeR/(?jgR B+HQ+cO}]z5 D,@C5;UD1ݍ@U/pNFOEWF>F=lT%f]~vHzd9?(ϔl|>_C3R2Q_ϫRWvy)m5'd=ӯ?Of3TUmȭ\8iClX~)$Kޭ/~ V3Gg>;L? NgL,xVR:I{?c.?( z3ߵ8WLA<. ᧿{K&o}MW{`O:FY~ͲDzh~:sy7g`!>'}F|  XJxcdd``````bbV dX@`FE%"LPL0} "?r,_u%HS-U>q9,:!F 5P t*Mt'Rc03qJ>W6<7.lCWW"Dv/Ci yu`/F,4z7vvFo~F~6O6y!Y*uc(u@ V_!+~N79S{ju)vHTc"m0y=}]u(gNu5!gmgK? p>Q!}9A˖o>e Xy9*@(C@AN$zꪽ\aJ/S$sˮE ss~ >yh?cSy;9jlܯܯܯܯ|/Ο/W 1?&_So ~aӽ/2*oF4wBW<\PoXD[6 MBډP[>d:گ .= +Yfvq 8ظT/׫"8YQǰ,%7<_̾B!7?ݷutjkOu \'xjb'xjh'xjjOx>ZM}I}IT7xË&hg%ٜN>=݃Zc!mF:r{mL{}Sky͐6>[Sq*!A:Ԗm1ZT,ϑ֦m=Q?C?ڧ֪T@zϓ=öNu5`UҰIzڞiS}FZ\^ɶ?ֶgj.m_ɶNk۳mJLevǺc}}q_%6[mݙ]{҇_lEb"o)zR*t| aY6&"]o7=蠷ۥvz;\="{X*u.YwY<;AoKn哝KmIO& xFq3fw3ƛ]V=!0Ĝ%0X >FuqKɰ^ 2-C>;nE^;W=\Vr=2'g,sVlFm=i~8DŒ9٥K`я.Gb X`YgH?sٸ$8ڭ8Np|(ovh{WԾB[@sq(٢>mj} 3YGML<|2ql HA\`!>&c*T \1lhxڝTMLQaiIT0U~Bl&6Pi)ȍHBŘÞG,=ym*Ay޼y373y:@y-5)\DX,I鰫e hbx-(Jc<-?Ud|~fJQdu-.'3{2w: fm}w-n;1cSۍp<4x;;k =UZs;;ly1_NLG>#ޟ7G 3z~o&Yy ZM7Ҷ 5>#p牂^wף֣Q=ht|~ uaV{>d/>zC%&@&Ms2F.xE8{,&be;QAPn7w?zߩ UY,NiXtjmN sÁ,ngf {=*o-j?`!8912Wzld>@@8 xuRMhAl6MdiEjԓVzJ1Dj iB{)D={Dg9xS< ^]^Dt}?*vo}{3<'@r<QHKq)ǥE.K3:q &2̌$0Q8+JT?:I=!тO)X2Fnwxo-a9oLΘB)&]qZwMʒ%;C o8t5>ǿgxg@T! rݢ2LD.@*AR0o6B{.=Q %: +HfQ[D>}tqk¤f|y|6_NyxE7Z1^&拉ƜM7btmV%i MLGf"E{ dRJ1; dp,ؽs镊->,_ XƮ=`!H4\H%2bL@RxڥSKP&mmTD)Zw( Vh!d覸+tvDܺڊN+Ew߻/!P 0 QamLˡ]^2M'Es" GYze%!Me elv,QXOu"fA&iBSp^{K?ś;n܎t΋ͷ_NM|=L"ߺ+Ü:JSZ*ܰӯ.pb^|o㧰"y8~Yw>Vi)F]ߪ:%egC`GR)#l@n#f6fg!/Nwݩm8 1tA#E jdEBf 1;``!,&H?3Pj$ @|TxڭTKkQΝ5hUؤ\LTM MZ7BfH%P B]ĭ;7H)EA5na\s{,,-CfٲИ<8/>laMSc)*F,+‰XyEP,OHH'Mlfk;xHIKekA+sDϞ-:nNs6«3:ը^ע^o9]Yx>w@()YH%ޞ9 'L&O)tB//#-g1վ޹G=>on+tO@Uwr1[ \ \Z#3,p0z)ӳBZ "Z`-anSZ^0u7i y]'qw=}!4&#!zH?Wglm' }nvvQ?W?C|6+<p+%0CE[B6| ]I^{3\11o@zvSv ^vNE˅<7ٯn,A}QZ_`!iȍ_&,H;K@ |7xcdd``dd``baV d,FYzP1n:&6! KA?H1Zl πqC0&dT20$ KXB2sSRsW|)b pi#= J>3Q 1_?|Fg<` ۓY ǂ)!b$_{f/į~L {+ssyF} g=K.^=.p CL-6F&&\H  #3Xmp`!dƉ/aE?~g*Y{xڝ=KAg.wFLP"-`cF !‘,x$YJmc?ʿ Nُ%6YXvwgw^f`0%A!c:bDZق֦l(̊h9=S2?HN[998Ztd/}K pMEFW#}aEӮS Od2 BX[O2)~ALG%gw4&KV)T[-ya[0/H.v>SZ7H7pg@qO5LQ;qw=6(sۿxsiՄ__ʟ(oyHgj <4:eĒ-`! u/{A  dxcdd``.f 2 ĜL0##0KQ* Wä (d3H1)fY[A 3PT obIFHeA*/&`b]F"L LK@,a 'ȝATN`gbM-VK-WMc Z.` P3vq%0hVL ~ / k@vv/#OaA¸ E>i1 }r̨2BC<1p.c0{/dMa(w \`*nseͽNfG{͵[A{YEΰJ'YP~1S)8e|8Q; |t3NN߉w&dC¨ȁl( L瘑'0aDߍ Z"pK / ~``ʙ6F&&\% \q }K`!KԷ/b0k: XJxcdd``ed``baV d,FYzP1n:&B@?b ʎ ㆪaM,,He` @201d++&1~-b pi#;, J_įuѨاf#I1p{'3ͬ@Jt1/=p-`|7? \ q;wmLLJ% 1.,#c33X}oXg`!8KL9ݸgK9v_  XJxcdd``fed``baV d,FYzP1n:&B@?b  ㆪaM,,He` @201d++&1~-b pi#L J_~J a3d>#g2c'؞Jtw3np wP 5.pBL-E#RpeqIj.H , Q`!W5)=b `0xڭS=KA]K*a!T4")bi "x&y]XZ ~ , ;sgﲜ&BXyY$@l0I֏b!}_F s)Uf5vь>S1dѹ .SaMFmY-ƺR)pʮmu17v}ζu^ F$iDžU6ㄷx=\0 )| t|?ۓ1pC*o ? ~Qj<'jO{?{ˮ(K(淋 Vz%.f\#Wa}3Lʨ򽭪FCTDwX6CL?P`! u^e2.6z `\xڥ1KP݋muj n:PhR:{/Ak^rݻ(0&V2%AH);a[}B%! CJpCHb_@Ch_m,[7T!d:{W1Iu ui{.B2ԧ"KOqP̧M+>\4j>f&ECmZsLj&? ̏ҦTn/V59gɢdq/mc[LE;GNzseݜqmd_?A#PZgr(x'pFr޳Xr)*v NB; qWkK:KO#O;`!DwQBK\oXJa`t`  x?K`ƟI  NIUR~V(+4 ٜ:#A).. ƻKpB]אFDum>mrSa8ڐh-ZDEJ^**)l.&πe~ XdXW[%xLx~m*_z^v|P|G7y6K{C:;}فlӷ_ L89w*Zs)Py>bwخj+{%X3zeļ=,gEcM`ycfH`!UYa5yk}^Z泬|>EVe(Z.5ZWj>e?x5feYEVu+hZaݮ((((\+33JJJbbbrYE^$mE\$|A A9OWlJg#"+]DVꊬ슬( AdE"++_d3E6FdD(xJFq~fl !lwȕ/W\r%#W94np,Afzs%\a>f WC7L^ >,#$;[5i6 u^-2زj.JGH e~_Ҥ,0%c^)UBOt(4QUMxS5jgbQ{M[){|7jc{ŏ?yB#Ȼ5q?IA]ټ1pg"[R%ܯT{TvQgx}D>~ֹ3-Q%FwWp 7_/z.Fؕ z9]ts~ݠJƊnN~q--f{unV2S\p%aw(t/w~Ptvte5?h~f^]c\.]bFLʮާ7,VPSka|Amz`)OGQtASt`HoT3W1ZשSuD/VTSw1IP&ESYM2'xqTɼ<+m)j8^81''aF#X-k=̱f$fzX+M*jRa&1qYSf`v;52gӒ;)]2s%})[Mror\ 63my>dGLI)F3#cFjY"YUh"N*fSA=9L{3I@mjVn?Z䎧3)5~\%2Et9JnBm') 5wPW9*4vAoi" <FuUI*VU*EZE[uIjNUϨwt5Ka 'v8Xū骝J}UJPGJ-\^#-39p#bt'm3|D*[(#xvkR=]O[]9 KYǰ3/Çy ;`)TTq(\@-u.=K> ߔv*9mh/}#c< #F[Ɔ* 4|J&<QQ.8'1nCw^rCcmu%&kx痨zUe(i9/Vz5QJn-|=?Km_;[y9j 9E yԖ[%;'ٳy#b_)Cu/UjUmkj"/Wskk菸{zj(S޻zcFϿOx?M_l!Iea5i?&X_…jryr'Y}U cU/n RRb,~ ϐ-[-,5\.utQєRjLMUR*z4X%*iϡXA_Guj/i.xq Fcwpk?(Af!n/BUKȊS_&V υWmj'wo {x ܡKa^υD뭰H RƗucpƩz#fJ9D)^}@}tMjO ؽ+Rq]@dVoTed )TC.8ǂt%yQJJՁC|+y]s)E.fN/؍h݄]M*˧& PIxj:ohÿ̔iIwS}*a[ 1c n$L^ׁ5>>{ e.xvC%LX3OqEHAP1,+0ģ'p΅x Ax[fcHfxz  5o&C\ZXd\L&0a t`;4 NAw(3v⃰>7ZE19؎jaOtJ P>Np!Ox ԥAQ58"oC/_ vlKgfxn['SMYA1 A{?U;;ڞv\ Zgt g.|V`SU,A.F7hK +>p^SfP 9{qxY"!B& p"*\ ;! wK6| p꩐o$|Fa'xaMV؁v8/yLx:ńXOX.;ciN+q7+Ya8r<|E# ڋε*EУx45wq;=XtMѓWYQA^=^QSe._*Α}͢^!t(RWA.&|Mbr,¹jTP3> s,ų ב~M5|LK`|qT3ϧΐ&k" 4RϏC$ꋏ(Yr6cq z=y,xJ 6uW|{`KJDGh5LA_Jp3GJW Pc/+^Jh)+^Z(m`AP3#O{'AK%-s(鲯|P>ԧ]YxJ|71N~P,lhZ,9@Mt^{'ŷp@"U\"epUTXHǶ"ӜX|,Xrx:(} jxC8N1)A?ަðN~ST =5ְP@~$'Ng'4;&3G)z6]y=RN)3xFve+B\8ܢZ@)UQNqγWiEd?RV8>!o):)NN9rmק خI^h{Wu. WV]\om`!`xvBFfѧ!h(3`\SxkQ۴M$IkAQz `P[xi+QZ=U^+=Կ' yA=C"x)XЃV9/6ϛwLx \ 2 ]#ndL0l6j8˪"u[8+CICS %.5q}(4 Y>UU:&Q;5x,ȨODT`>AIM*תsˠK+%Aٟ݇?R:~嗫OVJ]r2skkF3z \tJaJVlě/&KiJ?;_Fo:o޳qgգǝiV3ô @{/~~+C:H;8@ټO!KSϒTF ۿ֯0σ Ǚ%jfEC>fxZvg@1$nç}\Dsղv/DV qV 1Mw_7H{~3T::RЩF?'0ك` o&0 Qbr<V &1BM2bvIi*7K0Bh.%dg;ƏD9?_ʿS\opw`GUU} 1@>e 1L@4} o*į3xPo~z3V=u z11SC4ss h``Ĥ\Y\І:`uס`!S+' ˛ ꣛ ` /2,!xڥ]hUgfgvI;,&E䡴>H}R]㝘j {{=̹ܝY|͠%p/Y#IHZN2az3-py}^&sQQ)Ýݯu @{ vFW(V"xn99s7(ߥ?%䗄x4m[Bw⭈%}ď( ەh I~hb{ZaI{m\61O?GoG_,nG"~䬪~@ '$>򼺔D|O)0V7ߋ#k%{y%Toy-8Oz׺_b|ocD(dԴ1KzY\Yh=6ٔI/y^L?s)2^D^8/JE(:R1?8PC^,m 2iG\Vx> &79oK?\_}/D< !^~$\4X^-UU> S39^wtk5iTW P '>lut _Im H{Su4h(zAV?U],vYSBjI9ݡݚlUg-P?bMݸF4u'ήLtEf4*}Tc9נkPy`L"4}(#gtǠ]6TVil9@A{Kwև|V7g5%qM(l,ϐ:iɻ"]y׃!n=kv] 1~UW2dyl}ܵ6=;*@6(V%yXpܣI90.~-4p8zf 0y{@I)$5 M`un`!n^UY–K` @|Oxcdd``.ed``beV dX,XĐ Ɂ)KRcgb 3FnĒʂT ~35;a#L ! ~ Ay _A.si#6NZ8߅ ׁYPڨXan MFpsfdF~7HO6F2 ݍ Q`|^VT~3*߁ďbČ&;! %E@V70n8MBܤ~LOҖ Ni =P3=Ĥ\Y\І&f:>ln`!FDx/̌븆ܳ` @|MxRJ`&-ANZ!hjs}'A|'7A'4 rݗ#@Kc +Y{2&q٢eTOxeᦳ`!xZXRH) xKQͪ\ tNFPPA;3j3Z% ݓ$S݂宊}33 a AB C۶2'du h:ͅ0 69ʹw-n9&!_ .!_h!dBZW~(ܐ%f.xA[x^Jx 4{](V6TIMw)9\V+1-ɹ/)J[Y7#>PTdF?V{U uz82I28sXf=4nOGҷ1AǐU:_ԶkA ,|u#Ekxg1u')*M|n^* zl0Bݬ4a =D`!˂$TK0`Pt0|xcdd`` @b1##X`=F !#T57LS A?d-@I6znĒʂT ~35;a#L ! ~ Ay _A.si#Ղ G3@ `~4?ׁQ ~ Wc aɥ@zl? _ ~? U z7RĺRFIp 1 l f,1L Qp()Jpݝ"MBܤ~t50 󂔞C'*88Thpe6.p'+=Ĥ\Y\Іf:jp`!57Ϸ 0``` 0}x;KAg6K$buHB QUי`|` 66VBKAVΰټcvgw&l_6#(,s&$u8%g sQ{xZChsW>C>Ls9F`ITs'8?_eejy5ej6f?q؄- Z9WVNeI.Nk\+̻v尛?lDgB_zgdžҚ/F!-eL1=RPtޭmZ{q6q`!.kEfd@@||xcdd`` @bD"L1JE `xPRcgb x@πjx|K2B* R.ͤ XB2sSRs6\ F\jC&4#F>Mj`tcqa Fy`= 121)W2\1A7x`!wyGi4h4dd  XJXJxO=A}3>H\$Q]:~AS\BqHN":گ 'hTkvLv{o q(öKZHbc" *+d9.JWKP"xrHw*9yx &xo4dH2< "l2.MR笜-Fvc_ҙ?u`5mqBW CFog;mB쿩>8`!w!DHёL@C_xNAgbbbCDk|-0@WG-xK{{ ΰ&es۝"db- ~jeZ(;HQN7egP{gi ue؂VدQ^p.ON}-qo*dY*M`܊ lJ7X\KzD?."դ)k{ζtzznفzzBO\Ǖy/cVʈfZ{GH+t.*#xVq!t׭㷨ca}MR?+oEʳ s] _o^xE֖(Ѩ q37_9сl2:`!'ĶzXLĖd\ 2xtx/QgfB[?"N!AAؓpq_KфRҋGAAD.utsXof/ݮ7f!! jg j ٶ-+C%+Äu~QٞPV I.Ԩ}ĵd:*2WJ_"NQTRVfל[Vz Kx`GUO2553i>0r6Y}mq;͆7(:;_},-y!a͖6{EUf P5gJ5+*M}50io,]k+x_[ow~~X(y3ʜ|nxk}_mbe)3IWr@r1V{Uһ?/lC}ayҮ1hzVFn>cA^!vu`!ql!P̯|vx@0 `x0?xKPǿw鯤P :(U]h [- u*uuttrsq3UKh‘#Cy&\,gB$Vh^+UL]>|Ϛl0$ Gݘh@˙^spX">xFpIq7OsqjK,W%eOEu˷9靼sR'mWc5'|fy)保uO/tAu&v0}lޠ6[co'Dzo m){,= iE12&ڰ?bQ]`!`XN|2s!8x;KAggs&DsBAQ|b -0Vb+bA6 C  |VZhܝ=S46fA%V Nk^dwxVXmU)hO#,s)#&$ara{eZU|Zb7S뱌{\ZuºHIox|iFpfV;qsم CALt6T(!rN#g~93JIN=?vᣃ# Ǹ4j\8W^2]Q!|-*MzQ B6)ʿT:t%;%$4o:Oӡbs\*Q/;.uN(V[ŧx 6|$lb{@nl/Z,e'f?PԊ++ɥjy+ݰ ҪT5m,+1 !̀૚ y$سᓃWOЭ>r'xYɤidinp'~;뙮 vV%nδ>V;I~E8^@f> i?22c]O-k3LԙEqK#eTwkBpK󈋹dvݍX߆u'o!*Qa͍M=4͚<1}J'X~n䁬6y38_@v\>!_>!}&:P s}{PoGƇ9=蒴-izmRXR÷@= | (sXU1EP&X"$85& lАv.7^QT*h,! DăQZDH7P@"/?=gfw{Y9s=woΜٽlGk(=@|pfxi^'H?@ckZ oZ6 KlʵH?uyYjݓ'O݊vN3ب5:G4_yjBgP?h9ǫl{ovȧ~] Kdgǘrգ 8mBMǑ8#O9|#_ȗ:GR 1E4h|d]ܺ'y%xG8X4O>?H8 AP`eVƘ!h[sZ f>ކl5ܦIa]iYB5)+ͳ]Hפ4> 2Ia]iǰ&uyO eRº<럵ZŖ5)+ͳ>[_)+z#W{'BkZ_nv֤4_?1?"O[Cu?CHa]i C} 6)o3D JfpǯK04POuyf]]<ºɐ&&-ƅc#y'Rzlg}LB[G <JAx>|(P 9i!u低Gs<:#?vo;r7_pI1t 8PEosd5> J#~ϗc{09; 7gYT>;lp>?[0 0YKمɢ_`_Y,m2 Lc MswA[?3!xnxx :M@9:0< |bKֶJ]$L0XrX:IFo9b/ڃgŜzLdDqIsrv`!5MY\fu>RxڕT=HA~͞&E,'\]Kj!¢l@*6bm$MZunBXw}oofA(_9rĕ#!R3UBht./՛.腐EI|*E Džsj$ooQ_Y˲|?}u2R}5ԷpC)_ĩz\{U7s~M}%9ݢԢ>}M{QŽ2r,dAiHBXڋ'=}Êw.;Q 7iսbICx7T ?R;z,=S>L>dQ3qB&ӕ3334Psg9{k/;o 0 -3x*x?8 7@^Ot*ţ L4A v=(`!ac  pkOxڕRJQ0(ZEiaRE8TL M*`+ra 6VB4Ϸ($9x23;n ]<=K5eiuZ&cO@綇pV+,S[ړq[8N{IU'ev=kIec1 VrT;ӕ'1u~}9}szrE=L4?%xoOt92?NYi7":%sl{dM#~3F8g~N seLi;] ė?IcGV u5, NvCV' x5`!f[ ; `qPxڍSK@~6 m (B箂UAbAl  $NID:+]M8wޗ 0d: ]H2&2 =Y6"2v݉h/ Q7xtk eLű -浪@ b C AMGdӦ]VpRFTGEe n*r&_R)!ة]7WrVrZxR!ğ F"O <`~KZ'$vpy|gZݢWGiLm;]i<&V}N+>^b{@:r)%G5E)gR.f9',l;Uw+vQ| | :݆1Q=l T!b,Y-s.Ժ=k d|n˜qya:PNG  IHDRENsRGB pHYs+~IDATx^_h-Jh$EI[(Z!z)I>*^Ub}JPiQ`A-Fk0FLX`a9g9gfw~splfgffw]| & / +h P$_HԳ?%$@=?g|IKHzf P[ztҾ}Z[[^{g*}G8H[ox ah(ΏQ$P@So#,:ujժUh.bu}}޽{ە!zH[z \/IJ 5ayppMMM8( @zƪ|wwweo!t#ѣ$@szƴ'/ٳt"?a3---oozq_ @Ӏհ/4 $@Y84Sω{/tl=G_es܅6' [U(c*IfAO=ǕqUc5E+=1CtM{_gKȘzה]'QbV5kil9%r m ,M@v|,_z0[VockmgtX> "@=[Kֳ c!Ad6 jljd9@gKmAcSI H@9fo&lϗ\ǖ%# ;>smgddm}mGE=cI{fdszV[X:t(W/EF6:ά M֬Y';^@Rߨ< /^'x"H{JbP֜?{iAn;c"fgg;fjm ϢH'n9 ֯_?22h ({xCn#mIIJNEa̙3)-x9{("(fs͟{aaԚ]`6kyfffppixxx```ҥqd{Hݍi3c!544l۶-8v"@pt NrSL D$ [ϼYV#dvf]W\b&O\M,%[8l8dH'/NE~߽% [qe~l=g3:3>Eڒl=?b \% [%I~!l K@eI5sTp G@9yίf 3'.))?7L.g]SlS~s<|:/Ζ-+F]G 3=͜@Q=c+ -o'^~*UȵE=c;v`wubb܌IZ.z0ut8TB6mjll%>| Vmٲ2;6[Zb0up>/|7?oCo.96J1W^d Ν;۷drr[nQr- 9xK9(ykI 1yq!)1J:,j6x,\̜%zβX*Cu---4O¬{X #`@,w} GSSSN]x2A& -bQ$`=(ӧOXkFс5mDf,u)rXX: [^;aJ7nT@\reۂa(qޮK4nGU`G,3b4x- %`@{AxDosqb5tE1UX8 0gw?9 GXG b>%툋 M9GU貺&Uې#V]k gwܩaOgpzGRo`F'`@+3SK7v9CBf,0|Ì K\Jyy,23 h#a+dT# A#%)đf ` >WDr,"(f3EM5rB[5ʀ^HվzÆ x*Ua{`hU/ine d!{^,WiU ȎUs60z}7/[~XnBndY.wr>m1Am3gV;=-A@9ѧkLzs3h4'H@[[[իHF_tLC@$؉9u^~诪 Oӫxm^g-cJWr -% @ϳ]]]j}qd^&C3K… ׯAƛT{Y?sb;is56Ǫ--- )tQgq ]cr'nQ kᅢ  "3޼2!SXID#Z5^1mn+m۶i^Nhwj=kUs͟c)#Sq Hgm65.0vryR} 2t9?sTxbuq&|sT@+GR",5e]g1cMZ h EI~F[7G,GVVK"ҜE2Dw+AώZt+boUB 1Cʶ -P#ݕ{ -y [3 guq ȾZ' P~z9Ֆh- !s)t<^̝-9[V\' [߮tl_d9|~ZzLQdrrLgΟMzٟHKLgX C@9'|X|J, 5^c-o;3a $ =OLL`1JZj_cÇ455a۪-[@ {kD@=uԪU\2T?KV9DiM#KwK-:38b*ՈT/Z:BX"b=#,>`4:b-G,4}2Mّv⼖0흚R;;;`$ =wtt`MҥKCCCXM'{yڵMxv{8-_X]]]@%-!}!@=KZB3 CzǗg/i P$_bMwґ#Gb_ lmͪG*im߾=:YgMƍʊ+^ ?DEԕy| O,O>ꫯ_}ܹ?68p;8y$х >}YGyu,YݪخNݻnx7Ɵ?o=45g%Ka<1@A1k/^|}aW_)1#!駟ƨ<Hwy I*M_M=KB/$رcDD*gB ̾k.WKX6x?S_~~{oimm}]v={g0=6l>1*⹹9('OgAN8_bs]y˖-C~q$}j0TonݺG!K+aB*$Vp=,\=܃&\O)Z&,333j>{W%l!Գ!, N`HgC Y 8@zv l "@=bHԳN`HHCp@OeIENDB``!]åɭf!S``m :xڍR=KA}sQBBA[K-LVr` DvV_ YIٹKHҘ;nb&@a ŔBlHR AKl* jKD3EXgDH1`m' ,h1 UzɽqDS:1k7ΠLufeQ;lB3HӿELho b}Ԯ5AîLd%Z#2>G0 *eY+M ՗N1Ի?>I~hE}0^Te n\>&dQBz:I3i|g^u9XN-s<-n6V%;G'H!*liݦSѝ?\q`! bld @w|xcdd`` @c112BYL%bpu 2SY%dc;(ƈ_#D .hzYpBS;+KRs@2u2tA4B ~fq(@=ɽ-Ÿs>t u(@6xڵX]LU>3; YVR fJ!ZS]*biEDije!aӐb&>胿MOC FM ԦmhK t=+ IQ뗋?qŇ2>׃ 2i{(רjoה {w{Ѕc:عƵ߆ I@32R8O1nc28#wC{'TɁeO62F6UȻ*}59te i;h>lB MC޿BkohXnϷQMu$ 0Ʀ3yExKC8?ܪh7h2C!K1͍_|ށzgx !bܞF qVuCj{z+Q  ھӂo #m-]8GBгɅ)f*pKLx!I* VMgz2xY܊<$P Q.fL-tXVKv d]qK'h7"x.*/uS )u>|5gPydQDԬdE*ޗб:cX=I5/u>۫U=nt.::OɧO—Q2EƗy/de=<%~; ~#7ml9uݭ;| ]-ģoXp^UiUdZU:%'XG`MPn>11_sET=X`=cF0 ;.uq98<'9l qxs3Xd#GE=#N{wXV8>q{ܧGTՊ+./#M̝+";˥M 껃n?L j a >h&uV`u&HX9nQgqU8Xd3;duq',؛Ym9-}r&ew-xT&19f]VhV2%#iT<'g-OGsmGwٴ fU#迩v:1lv|d|sviW߶9ff'[FovS2_ ',_}=t>Ϻ̀܄߭Roc$ܗ;FU0zhM|Xb?,).9YEqp> 'Ӭ},<(*uy ) θ٦ȵܺ4~{f\4&qѿ;[KN`!Wf!`FiCJY6h%xcdd``ed``baV d,FYzP1n:&B@?b u 00 UXRY7S?&,e`abM-VK-WMc~H V8ph(.P56J`tdiլo25p?1d#do/3Ȅ l2 Ma(wrq\F.+_/䂆"8 Cv0o(n+KRsAb\ ]` g!b`!b@C.%YdZ qMh0xcdd``ed``baV d,FYzP1n:&B@?b u -:47$# !lo`'0LY ZZ\  X$@ڈ+Q$K ;HX@|M8 _ ,A 27)?(Ƶ{$wc GDCa#O"ܞK`+,  \ q;mLLJ% 1.,#c33XX:`!aٮq ;+ 1ΝZ qMh/xcdd``ed``baV d,FYzP1n:&B@?b u -:47$# !lo`'0LY ZZ\  X$@ڈ+Q$#;H#_pؿFX!@penR~CPk%v0H: Ra n#GD=&VY ~411v0o( +KRsAb ],`YF(gf8W`!bAvnE9U}Z qMh0xcdd``ed``baV d,FYzP1n:&B@?b u -:47$# !lo`'0LY ZZ\  X$@ڈ+Q$S;HX@|M8 _ S,A 27)?({$wc GDCa#O"ܞK`+,  \ q;mLLJ% 1.,#c33XkX`!b> sՐ͉ :Z qMh0xcdd``ed``baV d,FYzP1n:&B@?b u -:47$# !lo`'0LY ZZ\  X$@ڈ+Q$SS;HX@|M8 _ S,A 27)?(P=`αTyH!0'n%p~_`.pLALE 6F&&\H X,29W`!g9iF:6`@ |5xcdd``ed``baV d,FYzP1n:&! KA?H1Z  πqC0&dT20$ KX|C\+JA-\xC1#X r3q50dTӘ!| aDAd++&1`7L?+HEv%I3j.#z`sbB[1@a?UVb!J.h*.] `PjcdbR ,.Itexv!`!fۉ#vWL'£ @ |4xcdd``dd``baV d,FYzP1n:&&N! KA?H1Z8 ㆪaM,,He`HI? 01d++&1~-bF: g0zXɬ_@g>#q#;HEA%/'οbGw(P 27)?(?!`Ó n3&=7Bn\8 `PicdbR ,.It0.?2,j`![yOpk`trr h)xcdd``dd``baV d,FYzP1n:&B@?b u  UXRY7S?&,ebab Qp()JrI~-bF: pi#FO%@d++&1`7L@23HN%/PE|Cl@penR~C_q#l0B1TdVrAc ]=8ocdbR ,.It0.?0W^*`!7  p>` `3-:\xcdd``ed``baV d,FYzP1n:! KA?H1Z < |@=P5< %! vf: KP 27)?(57k30I] Hqd yZ 1>ٸⰛ?]B? BQ$'$37X/\!(?71!0BggȄ?GibHEWQ:L ~{` g 4r``{5|O5򸠩 B"Ĥ\Y\ b2B10ag~`!ܤ%]hCjL@Xxcdd``~ @b1##X`=F !#T57L! KA?H @gfĒʂT`;a& Ma`ٯ F\7XAJB)ǯpm&3D({!ZZЌ%]w ?`̏ʯEQ\NfL?q x@|'8 sφ*UD=H ,` -$Ҥ O5ל/Q2ʇ0B1]tsgYX y oނLP.Z#RpeqIj.Li`!"'YbhLdL3@I hxcdd`` @c112BYL%bpu#d% p{@J.!1b;fmLLJ% 1.@nFP[B@`!hw3STeX  hCZxcdd``ndd``baV d,FYzP1n:L |B@?b x깡jx|K2B* R`3 vL@(\P\  X.d>UBkϼl\Ӱ?=B? bhOHfnj_jBP~nb.wCaۓ R G׀󷀣&'g󷱃P'0BH1g3؝p{A8?UM-\q `P121)W@X`W3lz`!)Dw誇K2^  ȽXJtxcdd``a!0 ĜL  312Ec21BUs30)0)0Qcgb  (P#7T obIFHeA*CT f0 OF# jMzf X JFIFKKnMSO Palette jJ){R1{bJ{Z))1 1 999 9 9)A A)A)A) A1J)J)J1J1 J1)R1R1 R9 Z9 Z9)ZA1bA bJ1bR9C   ")$+*($''-2@7-0=0''8L9=CEHIH+6OUNFT@GHEC !!E.'.EEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEEE"3!1AQ"aq2#B3Rb!1QAaq ?Ep@8+{ۓ|f}Psu\Vi-ⳐSX?s:F[Ȏ$=)%VBdEuSv S4ڥ*@DbwM͉GOmGcwSzywQK@6{lTsjL89⺟ܹekmFHp=3Ek|TSzmkm*!wii 5-Ӷ1VxX@oYK1 y{ß|0ߏ0ӕH9Z&zȈ41P̟jlh&sQ[ҭapH+jmW$@{-̋!wv- |^j)R-?J>„Rd"{Om.c`&a j>oSZ*Z5/v$1_~j( (3ɳm] F\s?\l?DzKnݫR}hf}j+i$= ҹxt*F1HjҺ۸ʑJLJEOs5 rd5w-1q>ջ{ϐI bꚫɨ`Υdj+.x76K,>΢ې<bT|=li=w :W109:ޗ~fw4zk?%eޭh26##ns3%VZx[,Nݩa)lfq#'en'a7 '" r#/O_ˋL20gLчR62:>QCt!Ŀy*"faa@yQƟojn3㿷4߂(Ԟ|'V-pnm◪JT'2 4 ,?JZG{+[1(u77TzZ[9@19Ӽ5`,GA^֓j[ZQy?y?^2 n 9ӎcX dyY13|p;Ԇ|q$ x`F@ T hnCD2n} Meqq'#=jxEfA<qE,mF :wңamHo~r^G~ZG[b^{lgWRRG1 cD&"E!W+kzy m0?Z"۶TIa|{[]stZ\Gҕ#Z>bew0a9_XR@>uO @i<{P-shm5NdpZ.j ۹=fx R$md3CҘfsʽM8Dt`Imj4#~T' W5 淴hn\Dv֭-l󝥾9zMdJ) įOQ뙮N0}qYW7V?2m[H#鸌lS%Ow:>Q#H=6)J[h(۟F=7JmUXP>YQiZun /ug>P ֭nSy JEW: șɞ*N* 8]}:1[6ݢa٤ aj->'vV1ǧJ.UpHh~ነG~|qfݐ7LBQ[Hf,dqYVr,!WgeM8FU ~,'/Z@ӟMEUFC{5R yZ=>J{mݠpJ/\:Ap fzG*zHBd t5%dI=85˟Pk nn2?oz=뛵l >ZJZԍ>pBnNu oۚs\mBQn@!D{lxV,^پmB3s [Dm 1I~ڂm͕# ?}RH-궯Cfs=z ZZ:K`O~kh$)%C.cұn sU=zmO G(~qȒ4]հVЕ$&,|$~+3hW< 7Kd*60X򰆁+e3(V JD_Co|R[6n( "vn9%m NNglWv7:Me* 18O vhZqVX=?Q⻑I▊Tp$ Jq۵DO#n E3=Jʨ^{L~R!9V"K&[@n@-bE}7_ܮ[@#ц]1VxV^$3.LND`䍇Ҷ֖erEN %.]=j"˽&kܨom^%h-N+Aפj ٽmu`n\`=WeǷqdt`pD*ɐpm4=ˢ[l8.&*/ F&s料M7SӾٷ=9ih ϴ6ӧۇNEsN4^7 [T"Ɂ*MԽImuw~ ct^qn((izUYB #?_m]GC޺ C!L R'k(@rkfȭpݧ`A0>iޮ Ou.ֶݹt|`w9p}Or2Sd+YU TtYUngՏ@y`;PqǧPx[s.H'zwyT@'$3Ǵ%`!<)f ou-l`8\ PxڕSJ@u+tkvUpuV>v)cQ0> PW| f;.?@ܻW*[U)1&Snn38t"E\Ș0XeFYʌ!3 &,.;w~R91@H\ѹ\>@Zd ' jP-ZAWqiwQP(sWӹ8*?ٮ+] q[av4z|3j_Lu A֢p' ͨC;#sܫOAfo [|z7s.be15{kc/|"OqUjO/(oPm&gzn۶]~;H|<ӊiU+/޷Fym##X_) f ]RӎbBeFpX3W Ε`! b}]6wPn! `.PxT=H#A~vɏdz, Z؉h)(PSgĨ Xj'`av ȡ:of3.bp$y!k@O!ȖP3}W3^t,>Ȩ<I2: .( M.Mr iQ;iQz_5EqTxTʏ3NjJ>ê\y>ToQ.W1籱\]HіT&^޷+MUɜl\_y[W;3߇8l+-i#y h <`~o\|G{Qz7+8cs?"3Sg3j']J=i&S Nq:OQgœY2oXW N tM~ћ}Xޭ8 [E-'&ԽA'e-ťt㵃ҽϪ`![ L-@犐O]p )xcdd```d``beV dX,XĐ c A?dbv@P5< %! `fjv ,L ! ~ Ay 9Wc1Hmog8`?~@2)+H Ĵ dokEIQ"u3F , >'ݭ``cm@(\e| \(8f̵mLLJ% mnd(Y`!3kHlu5ِ|@!|xڥK@߻Җ @ԊԺ4`b vȤC'G hwIN}y.w) =1R1(Bfq(KK]-n1ϣxF 14'$S2bLRU#k_kE,venjxK徆yP9$EC v%?'=U)侂X-I5TyR՗NSרW snU[GF/Ǟ8ψn!nR stEw[-ǥ1rbjb*\ (  R> <BEquation Equation.30 Microsoft lQ_ 3.0NEquation Equation.30 Microsoft lQ_ 3.0OEquation Equation.30 Microsoft lQ_ 3.0r'UMOVVP Paint.Picture0MOVVPr(VMOVVP Paint.Picture0MOVVPr5hMOVVP Paint.Picture0MOVVPr6iMOVVP Paint.Picture0MOVVP7:http://www.cs.ucla.edu/judea/:http://www.cs.ucla.edu/judea/:Nhttp://www.cs.ucla.edu/drawiche/cs262a/Nhttp://www.cs.ucla.edu/drawiche/cs262a/;Fhttp://www.stanford.edu/class/cs228Fhttp://www.stanford.edu/class/cs228<fhttp://www.cs.berkeley.edu/murphyk/bayes/bayes.htmlfhttp://www.cs.berkeley.edu/murphyk/bayes/bayes.html?Zhttp://www.cs.berkeley.edu/murphyk/pomdp.htmlZhttp://www.cs.berkeley.edu/murphyk/pomdp.htmlBXhttp://stat.duke.edu/courses/spring99/sta294Xhttp://stat.duke.edu/courses/spring99/sta294bLhttp://deas.harvard.edu/courses/cs28lrLhttp://deas.harvard.edu/courses/cs28lrcPhttp://www.ics.uci.edu/dechter/275B.htmlPhttp://www.ics.uci.edu/dechter/275B.htmlyWorksheet Excel.Sheet.802Microsoft Excel Worksheet|Equation Equation.30 Microsoft lQ_ 3.0Equation Equation.DSMT40*MathType 5.0 EquationlQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0 Chart Excel.Chart.80$Microsoft Excel VhAlQ_ Equation.30,Microsoft Equation 3.0CEquation Equation.30 Microsoft lQ_ 3.0DEquation Equation.30 Microsoft lQ_ 3.0GlQ_ Equation.30,Microsoft Equation 3.0tJ Equation.30 Microsoft lQ_ 3.0KlQ_ Equation.30,Microsoft Equation 3.0`lQ_ Equation.30,Microsoft Equation 3.0alQ_ Equation.30,Microsoft Equation 3.0blQ_ Equation.30,Microsoft Equation 3.0clQ_ Equation.30,Microsoft Equation 3.0dlQ_ Equation.30,Microsoft Equation 3.0elQ_ Equation.30,Microsoft Equation 3.0flQ_ Equation.30,Microsoft Equation 3.0glQ_ Equation.30,Microsoft Equation 3.0hlQ_ Equation.30,Microsoft Equation 3.0ilQ_ Equation.30,Microsoft Equation 3.0jlQ_ Equation.30,Microsoft Equation 3.0kEquation Equation.30 Microsoft lQ_ 3.0llQ_ Equation.30,Microsoft Equation 3.0mlQ_ Equation.30,Microsoft Equation 3.0nlQ_ Equation.30,Microsoft Equation 3.0olQ_ Equation.30,Microsoft Equation 3.0pVh Excel.Chart.80$Microsoft Excel Vhzech Word.Document.80"Microsoft Word echxlQ_ Equation.30,Microsoft Equation 3.0{jR (MS_ClipArt_Gallery.20,Microsoft Clip Galleryt,  Equation.30 Microsoft lQ_ 3.0t- Equation.30 Microsoft lQ_ 3.0t. Equation.30 Microsoft lQ_ 3.0t/ Equation.30 Microsoft lQ_ 3.0t0 Equation.30 Microsoft lQ_ 3.0t1 Equation.30 Microsoft lQ_ 3.0t2 Equation.30 Microsoft lQ_ 3.0t3 Equation.30 Microsoft lQ_ 3.0t9 Equation.30 Microsoft lQ_ 3.0t: Equation.30 Microsoft lQ_ 3.0t;  Equation.30 Microsoft lQ_ 3.0t<! Equation.30 Microsoft lQ_ 3.0t># Equation.30 Microsoft lQ_ 3.0t?$ Equation.30 Microsoft lQ_ 3.0t@% Equation.30 Microsoft lQ_ 3.0tA& Equation.30 Microsoft lQ_ 3.0tB' Equation.30 Microsoft lQ_ 3.0tC( Equation.30 Microsoft lQ_ 3.0D,lQ_ Equation.30,Microsoft Equation 3.0P>lQ_ Equation.30,Microsoft Equation 3.0Q?lQ_ Equation.30,Microsoft Equation 3.0R@lQ_ Equation.30,Microsoft Equation 3.0tUH Equation.30 Microsoft lQ_ 3.0iEquation Equation.30 Microsoft lQ_ 3.0jEquation Equation.30 Microsoft lQ_ 3.0kEquation Equation.30 Microsoft lQ_ 3.0tl Equation.30 Microsoft lQ_ 3.0mEquation Equation.30 Microsoft lQ_ 3.0v~Equation Equation.DSMT40*MathType 5.0 EquationnEquation Equation.DSMT40*MathType 5.0 EquationolQ_ Equation.30,Microsoft Equation 3.0wEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 Equation}Equation Equation.DSMT40*MathType 5.0 EquationzEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 Equation/ VISIO Visio.Drawing.60$Visio 2000 Drawing0Equation Equation.30,Microsoft Equation 3.01Equation Equation.30,Microsoft Equation 3.05Equation Equation.30,Microsoft Equation 3.06Equation Equation.30,Microsoft Equation 3.07Equation Equation.30,Microsoft Equation 3.08Equation Equation.30,Microsoft Equation 3.09 Equation Equation.30,Microsoft Equation 3.0< lQ_ Equation.30 Microsoft lQ_ 3.0/ 0DArialngswmanЩЩrXF0X"D[SOalngswmanЩЩrXF0X DTimes New RomanЩЩrXF0X0DTahomaew RomanЩЩrXF0X"@DN[_GB2312RomanЩЩrXF0X1PDCourier NewmanЩЩrXF0X1`DўSOrier NewmanЩЩrXF0X1pDSymbol NewmanЩЩrXF0XDWingdingswmanЩЩrXF0XDfNgdingswmanЩЩrXF0X1 B .  @n?" dd@  @@`` h ` 8  qFL FG+>O-6<FIPQURV @W[\/WX-]^ .,/H0?2O36YZ451*-C0EF6GvJKST 1./02345"# $ $      %& ' () 7,89: D'H;'8'4   LMN%{5 ?fedcba`_!s  P&@y+    K L}= |zH6 r w Ezm VD x    w  `:8 M (.  E     D t g 15   r 9AmU% *k </2$t8q-E82$lC?a=682$sm6D82$&+s+;>s 582$CP(%D yzLm2$S?ToV(x2$X5լiA*s b$dիy{> N*+Y  b$(|9,o(9#]2$2Vil+M<d.b$NzIL u/b$y2AqN2$`Oinf"$4?찚 {2$ .r&7f@U2$:;[XɈ2$ϙ0Z6KKXYW2$;h 6P߬X NJ2$I#ڜWތ'2$HIsu 7,2$ZS$*K2$r.Ua@r+6>O2$Cgv*%~-B2$ccD12_P2$f_)aq :P=2$ ؖ2x7Y2$uU 5Cp7Hv2$-N{mGR+B_2$!=He㎁|P2$tʼ_N UP2$p&?r{+/SA2$8&LM1 'r2$ш?*`~vK2$1Q5|Q=/2$>'}F| "$"'40$|2$>&c*T \12$912Wzld@2$H4\H%2b2$,&H?3Pj$2$ȍ_&,H;Kq~2$dƉ/aE?~g2$ u/{A"$2$Է/b0kS2$KL9ݸgK9v_@2$W5)=Y2$ u^e2.6z+2$wQBK\oXJa`tL2$Y",2$ac.2$f[ ;o0b$˜qya:\22$]åɭf!SNF2$ blH"$ɽ-Ÿs>I2$f!`FiCJY6_O2$@C.%YdjQ2$ٮq ;+ 1Νi}R2$AvnE9U}jS2$> sՐ͉ :jPU2$9iF:6oV2$ۉ#vWL'£n)X2$yOpk`trcY2$7  p>Z2$ܤ%]hCjL\2$'YbhLdL3*T^2$hw3STeX ~_2$)Dw誇K2^aR$# jMzf Xa2$<)f ou-&Jq$$2$ b}]6wPn!'ps2$ L-@犐O]cu$$2$3kHlu5ِ|v 0e0e A@A5%8c8c     ?1d0u0@Ty2 NP'p<'p@A)BCD|E?`333f@33V  g4?d?d6pF0vppp@ <4!d!d@0Щdr<4BdBd@0Щdrqʚ;{K3ʚ;<4dddd@0V___PPT10D[SOes New RomanЩЩF0DArialNew RomanЩЩF0" DTimes New RomanЩЩF0 pp*___PPT9 z@?*+ S_ i ؚ~N]zfO =0 ؚ~N]zf(%33  >Q[c63  6.1i 6.2SeisW@x 6.3Sef[`Nt 6.4{USSef[`N!jW 6.5SeQ~v^ 6.6;NRSeQ~ 6.7Se\o(WIN!jW 6.8SeQ~vncctr\#$! a!!! !                    v'SeQ~/fNHN &63  :SeQ~/f(uegh:ySϑޏcisvVb_!j_ [cONNy6qvh:yVgOo`vel (uegSspencv\o(WsQ|0(Wُ*NQ~-N (uph:ySϑ gTh:ySϑvOVsQ|0 Seelck(WNvQryrv Nnx['`wƋhb__00N[vishR0~THQwƋvXϑf[`Nyr'`I{b:NS_MRpencccOYel-Ng:N_Nlvv&qpKNN08ZT! H! (T  I 2SeQ~/fNHN &63  SeReverend Thomas Bayes 1702-1761 f[>m`YW'`v]\O/fSeve sQNQs'`Bl㉄vċ 0b/fN]aɉ0R[vf[؏ g N[Uv0We ُNe(WNuMRv^l gSh /f(WN{kT 1uNv gSShv0W Tvpef[[bnfbeLaplace P. S. (uSevel[QN͑v v~_ SevelTtnNt㉌T͑Ɖweg0FO1uNS_eSeel(WtT[E^(u-N؏X[(W_Y N[Uv0We V (WAS]NN~v^*gnfMcS0 r"^ " W!\     ]  X 3SeQ~/fNHN &63  NASN~R a'Y)Rv~yrB. de Finetti NSVvpg_Jeffreys H. [Sef[>mvt\OQ͑v!.s0,{N!kNLu'YbT t\_Wald A. cQN~vQV{t (WُNt-N Se`S g͑v0WMOOo`vSU\_N[Sef[>mZPQNev!.s01958t^Vg`ENv~Bg_BiometrikahQe͑e R{vNSeve 20N~50t^N NW[eRobbins H. :NNh cQN~SeelT~xQelv~T _w~Luv^lla ُNel__1\>f:yQ[vOp b:N_;mÍvN*NeT0    "  "  "4"   $"$((,",004"488 <"<=#          B      > 4SeQ~/fNHN &63  @wN]zfvSU\ $\vQ/f:ghVf[`N0pencccI{tQw :NSetvSU\T^(ucONf:N^vzz0SetvQm_NkNMR gN_'YvSS080t^NSeQ~(uNN[|~vwƋh:y 90t^NۏNekxvzSf[`NvSeQ~ (uNpencǑcT:ghVf[`N0яt^eg Sef[`Ntebvezf/fB\Q Nwz Q[mvNN]zfv'YRW SbVgct0 Nnx['`wƋh0!j_Ƌ+RTZ{|RgI{0v^NQsNNxvzSetv~~Tf[/g RirISBArE# # u#!&   1SeQ~v^(uW 03  @ RzfQV{ pencT !j_Ƌ+R ;Suʋe e,gt penccc,  " &   5~is.g6363 X ~is:(W'Yϑ͑ YՋ-N NNASuvs3z[0WcяNN*NV[v8^pep [hfNNAQsvS'`'Y\ Rydk8^pep:NNNASuvis :NP(A), sS pP(A) Sis1\/fsv3z[-N_0NUONNAvis:N N'YN1v^[pe sS 0P(A)1 NZ ZCc #                 (  6agNis0'63g63 ( agNis:bNbNNB]~QsvagN N NNASuvisZP:NP(A|B)0v^yKN:N(WBQsvagN NAQsvagNis yP(A):NeagNis0 傋NNANB-NvNN*NQs v^ Nq_TSNNNQsvis sSS_P(A)P(AB)bP(B)P(BA)e RyANB/fvNrzvNN0 !a!a !a!a!a!a !aR!f                                  7Rl[t0'63g63  $N*N Nv[(Ne)NNKNTvis,I{N$N*NNNisKNT,sS P(A+B) P(A) P(B) A0B:N$NNaNN R 0000P(A+B)P(A) P(B) P(AB) ^kAc$#$+c$#$L,      8XNl[t'63  A0B:N$N*NNav^NN RvQXNyvisI{NA(bB)visN(WA(bB)QsvagN NB(bA)QsvagNisvXNy0 0P(AB)P(A)P(B|A) b P(AB)P(B)P(A|B) ,rqc$#$                   DSeQ~[IN63   \SeQvh:yel 3   ]HQis,6363  ^Tis,6363   _TTis,6363  -j+ihQis,6363  1kCpJ SeĉR03  WNagNisv[IN p(Ai|E) /f(W~[nc NvTis p(Ai) /fHQis P(E|Ai) /f(W~[Ai NvncNcpe~vĉ!jv[NWSϑ*Npe SeQ~cONُyTTisR^v'}Qh:yRTTR^:NQ*N@\R^vXNy NlQ_SN wQ vSpe*NpeQ~-Np*NpeHT~'`X TTR^v{HTcpeX0 Q~-NSϑrz'`vc[/f[s'}Qh:yvsQ.0ُyrz'`sQ|(WǏN{|N[g SeQ-Nyr+R gHe0 4ea AW({USSe Nave Bayesian&63$   Iu{USSef[`N!jW 03  D{USSef[`N!jW 3  Ft{USSe!jWvcGS 3  n}Boosting̀of  egnN:PAC-Learning Model Valiant 1984 -11 cQ: :_f[`N{l: Qnxs_ؚvf[`N{l 1_f[`N{l: Qnxs Nؚ,Nk:gsKmeu}Y /f&TSN\1_f[`N{lcGS:N:_f[`N{l \;/; ,           o~Boosting̀of  gRvboosting{l Schapire 1989 AdaBoost{l Freund and Schapire 19954 F            (Boosting concepts(3)  1_f[`N:gweak learner): [N[R^v~7h,g~QGPNN:_N:gsKm 9hnc gNsKmSO N :_f[`N:gstrong learner): 9hnc_0Rv1_f[`N:gTv^vCg͑~QGPg'Y z^ N&{T[E`Qalmost perfect expert) 9hncCNN,ABC,CBSN_vKmhsS[E)Yl`Q\OQ~TQnxv)YlKm 1_f[`N:g :_f[`N:gp. N(3/ N(2v  ,        M "BoostingAm z(loop1)% 3&        qBoosting LǏ z: (WN[vCg͑agN N~penc _QR{|lCt 9hncCtvsteCg͑8Z#Z@"@\        Am zc$ 3 VStep1: SY~ƖeQ &^ gSYR^ Step2: ~Q~Ɩ-NT7h,gvCg͑ Step3: \9eSR^Tv~ƖeQ]wv1_f[`N:g 1_f[`N:g[k*N7h,g~QGP Step4: [dk!kv1_f[`N:g~QCg͑ Step5: l0RStep2, v0R_s0RN[!kpebg^ϑhQ&{TBl Step6: \1_f[`N:g cvQv^vCg͑RCg~Tb_b:_f[`N:g P 30 3E      "          8h_`` 7h,gvCg͑ l gHQwƋv`Q N RYvR^^:NI{iR^ _N1\/f~ƖYg gN*N7h,g k*N7h,gvR^is:N1/N k!k_sNTcؚ7h,gvR^is R7h,g(W~Ɩ-N@b`SCg͑X'Y O_ NN!k_sv1_f[`N:gYƖ-NRϑ[ُN7h,gۏL$Re0 1_f[`N:gvCg͑ Qnxsؚv1_f[`N:gCgؚ͑ _sc6R_c1YQpe0Rg\ (W:_f[`N:gv~T-NXRN*NRCgv1_f[`N:g OQnxscؚ _c1YQpe{-1,+1}, s:t=Dt(i) [ht(Xi)`"Yi] bt=1/2 ln ( (1- t)/ t ), f9eCg                             vAdaBoost training error  \t=1/2-Et ; Freund and Schapire f: g'Ys:N: sS~stvX'YHTcpe~vQ\. %Z ZZZJJJ.J             w AdaBoost generalization error(1)!!(  g'Y;`]: m : 7h,g*Npe d : VC~ T : ~npe Pr: [~Ɩv~is YgTYvՋhf: Boosting NO[overfit$ ZZ B      y AdaBoost generalization error(3)!!(  ʑN NՋsa; 7h,g(X,Y)vmargin: margin(x,y)= t=1/2 ln ( (1- t)/ t ) 'YvckLuh:ySO^ؚvcknxvKm 'YvLuh:ySO^ؚvvKm ZZ@ZZ'     $   &  { AdaBoost generalization error(4)!!(  ʑ: S_~]MNOT,Boosting~~cؚLu,N X'YNg\Lu,OR{|vS`'`XR,MNO;`]. ;`]v NLu: lQ_NTesQ0?ZZ ZK                    |BoostingvQ[^(u&   lBoostingfS0RjVvq_T; AdaBoost SN(uegt+R_8^; wQ ggؚCg͑v7h,gsS:N_8^.%7t          XzEw(g^SeQ~3    aSeis([^0O), 6363   @x) Npenc-Nf[`N3 qQmR^e HQNT^\N TNR^e HQ~[N*NW S$N     = LSeQ~v~gf[`N 3  WNd"}ċRvel: RYSSeQ~:Nd[zp O(u/TS_el:NQ~R O(uċRQpeċKmev~g/f&T:Nf}Y SeċRBayesian Score Metric WNXvċR g\c^MDL(Minimal Description Length) ͑ Yُ*NǏ z v0R~b N0Rf}Yv~g WNOVRgvel: ǏO(uagNrz'`hconditional independence (CI) ~b0RQ~vOV~g -S 3 -Q B 3 A        *    },WNMDLvSeQ~gf[`N3(    {kNp[KNvNOo` ^z[hQveTV V-Nvvp/fSϑ /fSϑKNvNOo` ^zg'YCg _bh 9hncN[vp^sQ| nveTV LL ~- WNagNrz'`v SeQ~f[`N3 GP[p^]w ,{N6k (Drafting) {k[pvNOo` ^z[teveTV. ,{N6k (Thickening) Ygcp[ NSd-SRv݋ bُNp[ReQ0RƖ-N0 ,{ N6k (Thinning) hgƖ-Nvk*Np[ Yg$N*Np/fd-SRv HNypُag0!3f3!                       F[HIJKLRwSe\o(WIN!jW( 633   SxSe\o(WIN!jW( 633   Se\o(WIN!jW( 633   TySe\o(WIN!jW( 633  9:Se\o(WINRgBLSA3(    Se\o(WINRgBLSA3(    ;Se\o(WINRgBLSA3(    <EM {lBl_g'Y?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefg  0` 33` Sf3f` 33g` f` www3PP` ZXdbmo` \ғ3y`Ӣ` 3f3ff` 3f3FKf` hk]wwwfܹ` ff>>\`Y{ff` R>&- {p_/̴>?" dd@,|?" dd@   " @ ` n?" dd@   @@``PR    @ ` ` p>> w|(  | | 6a " `}  PUSQdkYkHrh7h_    | 0d " `  8USQdkYkHre,g7h_ ,{N~ ,{ N~ ,{V~ ,{N~   | 08j "^ `  h* B   | 0q "^   j* B   | 0u "^ `  j* B  lB | 6D33>"zzH | 0޽h ? 3380___PPT10.b  ؞!jg. 0 >(   t 0`' P    X*   t 0P+     h*   d t c $ ?   t 00  @  8USQdkYkHre,g7h_ ,{N~ ,{ N~ ,{V~ ,{N~   t 6D6 `P   f*    t 6: `   h*   H  0޽h ? ̙3380___PPT10. 8  0 0@H(  @~ @ s *HL| `}  L  @ 0Lp` *Z,{mQz isct S_ i -NVyf[b{b/g@b  $'6'6C6C(C C C . H @ 0޽h ? ̙33y___PPT10Y+D='  = @B + 0(+ S_ i SeQ~ t*(  tx t c $xd|p   r t S xl|P0  H t 0޽h ? 3333y___PPT10Y+D='  = @B +  0 `(    B} |_     60~ |P >`  H  0޽h ? 3333y___PPT10Y+D='  = @B +  0 H`(  H H BT |Tt    H 6, |P >`  H H 0޽h ? 3333y___PPT10Y+D='  = @B +  0 L`(  L L B |    L 6p |P >`  H L 0޽h ? 3333y___PPT10Y+D='  = @B +  0 P`(  P P BX |    P 60 |P >`  H P 0޽h ? 3333y___PPT10Y+D='  = @B +  0 D`(  D D B |    D 6d |P >`  H D 0޽h ? 3333y___PPT10Y+D='  = @B +  0  T`(  T T B |    T 6  |P >`  H T 0޽h ? 3333y___PPT10Y+D='  = @B +  0 0X`(  X X B6 |    X 6t7 |P`  H X 0޽h ? 3333y___PPT10Y+D='  = @B +  0 @\`(  \ \ BA |    \ 6G |P`  H \ 0޽h ? 3333y___PPT10Y+D='  = @B +  0 P``(  ` ` B(Q |    ` 6S |P`  H ` 0޽h ? 3333y___PPT10Y+D='  = @B +  0 `l(  x  c $`\| `}     Ta ??f  0SeQ~/fh:ySϑisOVsQ|v gTesV ُ̑k*Nph:yWSϑ kagh:ySϑvisOVsQ| Te[k*Np[^@wN*NagNisR^h(CPT) cfNSϑN6rpKNisOVvpeϑsQ|0gg$(J   H  0޽h ? 3333y___PPT10Y+D='  = @B +i6  0 $$p++!#(  x  c $li|0   q  Tl ? 0,$0 K = P(A) P(S) P(T|A) P(L|S) P(B|S) P(C|T,L) P(D|T,L,B)0L D D ,   f q? ,$0 bP(A, S, T, L, B, C, D)   (z .  (,$D0   fu? t agNrz'`GP.  U    T ?P `    f{? 0. Z gHevh:y U dz `     `  ,$D0dN `     `  ~T P    # `  &B    Z E^FG!Q.RU*VW))?<<P  iA}C? }C`Ts}CR}C`TiA`TR @`0*!`T0*}C`T!ZZ$ `T GSBPubRRectCalloutP      `?_ TCPT:  G  T   # p B  Z DjJ?bcB  Z DjJ? n  Tȍ ??   n T L B D=0 D=1 0 0 0 0.1 0.9 0 0 1 0.7 0.3 0 1 0 0.8 0.2 0 1 1 0.9 0.1 ... o oG k  @`z    @` ` ,$D02  # l ?? x@ W Lung Cancer     2  # l  ??  SSmoking   2  # l  ?? @  W Chest X-ray     2  # l ??P P ] V Bronchitis     2  # l ?? @  bDyspnoea     2  # l ??0Pls X Tuberculosis     2  # l ??< Y Visit to Asia   z     ` h ,$D0 B Z o?@   Z o?@ P B Z o?@   Z o?@  B Z o? p    Z o?M ! Z o?Ns   " Z o?p Lz g  # gT ,$D0 $  `?P ~  \ P(D|T,L,B)"   G   %  `б?0 gd XP(B|S)" G   &  `?0   VP(S)" G   '  `д? b  ZP(C|T,L)"   G   (  `L?`4 XP(L|S)" G   )  `t?T VP(A)" G   *  `ǝ?d XP(T|A)" G    +  `ʝ ??}Z z.SeQ~/fh:ySϑisOVsQ|v gTesV H  0޽h ? !" 3333xp___PPT10P+D'  = @B D' = @BA?%,( < +O%,( < +D4' =%(D' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D4' =%(D' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*%(D4' =%(D' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*#%(D4' =%(D' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<* %(DA' =%(D' =%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*%(D4' =%(D' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*%(DA' =%(D' =%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*%(+p+0+0 ++0+0 +%  0 LD(  ~  s *| `}     Z ??E  6 HQis/fc9hncSSvDeb;N‰$Re@bnx[vTNNSuvis {|isl~Ǐ[[ ^\NhMRvis @bNyKN:NHQis0HQisN,R:N$N{| N/f[‰HQis /fc)R(uǏSvSSDe{_0RvisN/f;N‰HQis /fc(WeSSDebSSDe NhQveP SQPNNv;N‰~eg$ReS_vis0 , H  0޽h ? 3333y___PPT10Y+D='  = @B +S  0 zr (  ~  s *| `}   L  Z ??B  nTisN,/fc)R(uSelQ_ ~TgI{e_SNevDROo` [HQisۏLOckT_0Rvf&{T[Evis0"87$$8 H  0޽h ? 3333y___PPT10Y+D='  = @B +#  0 JB(  ~  s * | `}     Z`Y ??  JTTis_NSXNllQ_ /fc$N*NNaNNvXNyvis byKN:NNNNvis0&&$& H  0޽h ? 3333y___PPT10Y+D='  = @B +WM 0 //@&&4W/(  4 4 c $\`,$D 0 N|0 A1,A2,& ,An/f$N$NNevNN NP(Ai)>0 i =1,2,& ,n, A1+A2+& ,+An=z? x                               4     & ( 4 TAV D??  D$D 0dAf 4 H$? 0,$D 0 \ hQislQ_ 63  4 Z_ж_ж o? 0 ,$D 0* 4  _ж_ж    BC@DEXF( @  o 8c8c     ?1 d0u0@Ty2 NP'p<'pA)BCD|E||/\#veISfL6mT;.3@@@        % [ ,$D 0J 4  _ж_ж    BCIDEpF0 @  o 8c8c     ?1 d0u0@Ty2 NP'p<'pA)BCD|E||d5@jLnC!7PQn%q.s8w@|JQ[I@          w. ,$D 0j 4  _ж_ж    BC%DEF8 @  o 8c8c     ?1 d0u0@Ty2 NP'p<'pA)BCD|E||""$y=d\N[@%'a:/@IMSwjT$wn[[$m%%@            77 ,$D 0:  4  _ж_ж    BCDEdF, @  o 8c8c     ?1 d0u0@Ty2 NP'p<'pA)BCD|E||*C7\To[gn.:G S\dn,+7FDXU4@         ,$D  00  4  f >_ж_ж o?' I ,$D 0 fA14     0  4  fB_ж_ж o?` ` ,$D 0 fA24     0  4  fF_ж_ж o?0 ` ,$D 0 fA34     0  4  fK_ж_ж o?0  ,$D 0 fAn4     2 4 Z_ж_ж o?  ,$D 0 4  fP_ж_ж o? w) ,$D 0 QB     z O P p  4 P O p ,$D 0B 4 3 r_ж_жDo??O O B 4  f_ж_жDo? B 4  f_ж_жDo?@P @ B 4  f_ж_жDo? @ B 4  f_ж_жDo? B 4  f_ж_жDo?  B 4  f_ж_жDo?pP p Lz P   4  P  ,$D 0B 4 3 r_ж_жDo??? / B 4  f_ж_жDo? ` B 4  f_ж_жDo? @ @ B 4  f_ж_жDo? p p B 4  f_ж_жDo?  B 4  `_ж_жDo?P  B 4  `_ж_жDo? P B  4  f_ж_жDo? 0 P0 B !4  f_ж_жDo?` ` B "4  f_ж_жDo?  B #4  f_ж_жDo?0  X $4 # lPZ_ж_ж o?@b,$D 0  S gNNNB> x      %4 # l`_ж_ж o? Q,$D 0  = BA1+BA2+& ,+BAnz           4      &4 HXc ?  `,$D  0 84yn NagNv A1,A2,& ,An:N[YNN~.               (     H 4 0޽h ? ̙3380___PPT10+'2nD'  = @B D' = @BA?%,( < +O%,( < +D' =%(%(D' =%(DD' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*4%(D' =-s6Bwipe(left)*<3<*4D' =%(D' =%(DD' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*$4%(D' =-s6Bwipe(left)*<3<*$4D' =%(D' =%(D7' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*4%(D' =-s6Bwipe(left)*<3<*4D' =%(D' =%(DD' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*4%(D' =-s6Bwipe(left)*<3<*4D' =%(D' =%(DD' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*%4%(D' =-s6Bwipe(left)*<3<*%4D' =%(D' =%(D7' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*4%(D' =-s6Bwipe(left)*<3<*4D' =%(D' =%(D7' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*4%(D' =-s6Bwipe(left)*<3<*4D' =%(D' =%(D7' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*4%(D' =-s6Bwipe(left)*<3<*4D' =%(D' =%(DR' =A@BBB%B0B%(D' =1:Bvisible*o3>+B#style.visibility<*&4%(D' =-6B%barn(outVertical)*<3<*&4++0+40 ++0+40 ++0+$40 ++0+%40 ++0+&40 +  0 ?7 0(  0~ 0 s *| u   0 0 ZL ?? ` O:g}lflQS N^\ g$N*N}lf6R S,hQ萧NTv40%1u2uSuN,60%1uYNSuN. 2uYNNSuNv}lfv NT+B#style.visibility<*0%(D' =-s6Bwipe(left)*<3<*0+ 0 P78i(  8 8 B䒢f ?  ,$D 0 B 1udkSNb_a0WbhQislQ_ wb:N  1uSVc~g k*NSV[~gvSu gN[v \O(u sS~gSuvS'`NTySVv \O(u 'Y\ gsQ. hQislQ_hN[NKNvsQ| .T_  = _  8 HԢf ?W,$D 0 Ai/fSV B/f~gd        L     p 8 H? D2 8 ff3AZ ?hr'Ytw  TvB 8 ND?$DvB 8 ND?  vB 8 ND?$DvB 8 ND?    8 Nߢf ? w  xA1F      8 Nf ? w xA2F      8 H,f ?` 1  xA3F       8 Nf ? g  xA4F      !8 Nf ?W Q  xA5F      "8 Nf ? G  xA6F      #8 Nf ? Ja xA7F      $8 Nf ? W  xA8F      %8 N f ?4   cB2     78 6  u dhQis,6363 H 8 0޽h ? ̙33  ___PPT10` +CD ' = @B D ' = @BA?%,( < +O%,( < +D' =%(%(D#' =%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*8%(D' =+4 8?dCB1+#ppt_w/2BCB#ppt_xB*Y3>B ppt_x<*8D' =+4 8?\CB#ppt_yBCB#ppt_yB*Y3>B ppt_y<*8D#' =%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*8%(D' =+4 8?dCB1+#ppt_w/2BCB#ppt_xB*Y3>B ppt_x<*8D' =+4 8?\CB#ppt_yBCB#ppt_yB*Y3>B ppt_y<*8+p+0+80 ++0+80 + 0   L(  L` L c $AY P??  c d  P( L TA^ Q??  Q$D 0dAf L Bf ?/ 0_,$D 0 p lQ_N1763t^1uSe(Bayes)~Q. [/f(W‰[0RNNB]SuvagN N [~b[BSuvk*NSVvis.`B0n (     j            L B\)?ec n SelQ_263 3  L c $l/``,$D 0 r0 A1,A2,& ,An/f7h,gzz-Nv[YNN~NP(Ai)>0 i=1,2,& ,n, S gNNNB R g ,:                        \         ( L TA_ R?f ? g%  R$D 0dAfH L 0޽h ? ̙33tl___PPT10L+ܰD' .= @B D{' = @BA?%,( < +O%,( < +D"' =%(%(D' =%(DR' =A@BBB%B0B%(D' =1:Bvisible*o3>+B#style.visibility<*L%(D' =-6B%barn(outVertical)*<3<*LD' =%(D' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*L%(D' =+4 8?\CB#ppt_xBCB#ppt_xB*Y3>B ppt_x<*LD' =+4 8?dCB1+#ppt_h/2BCB#ppt_yB*Y3>B ppt_y<*LD' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*L%(D' =+4 8?dCB1+#ppt_w/2BCB#ppt_xB*Y3>B ppt_x<*LD' =+4 8?\CB#ppt_yBCB#ppt_yB*Y3>B ppt_y<*LD' =%(D' =%(DD' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*L%(D' =-s6Bwipe(left)*<3<*L+p+0+L0 ++0+L0 +u0  0 //BE,/(  x  c $XI| `}     6J | Pp   8    D# @    C  BB   3 1E  BB   3 1      6M v G  [* C%     6Q d g  [=( A    6PV g  [=( A   6 [ .   Yi( B    6_ *  Yi( B    6d *  Yi( B    6@i 2  Yi( B    6mT s   Yi( B    6rL k  Yi( B    6tw   Yi( B    60| ;  Yi( B    6쀦,   Y)& @   6 , ~  v)p(A& @(     6d6 ,   WA& @    6؎ ,    Y|& @   6 ,   gp(E& @    6tG   Y)& @   6蜦    v)p(A& @(     6D  L  WA& @     6Df   Y|& @  ! 6̥  B  gp(E& @   " 6, ;  hp(E)& @   # 6@   Y)& @  $ 6 B  v)p(A& @(    % 6   WA& @   & 6Ŧ   Y|& @  ' 6ʦF {  gp(E& @   ( 6Φ {z  XE)& @   ) 6Ӧn z  Y|& @  * 6<ئ z  gp(A& @   8 K  E  BB  3 1kBB  3 1;K   6) [=( A   6(}) [=( A  + 6~  hp(B)& @   , 6@D  jA)p(A)& @   - 6X Y|& @  . 6<| gp(B& @   / 6} hp(B)& @   0 60b XB)& @   1 6h hp(A,& @   2 6 <Q" XB)& @   3 6:<p" Y|& @  4 6<" gp(A& @   5  B CPDEF&@`0  P@@`( X 6 0`T XB 7 0DXB 8 0DXB 9@ 0DWT XB : 0Dm`XB ; 0D < <0` fA14 @H@   = <"X fA24 @H@   > <P(  fA34 @H@   ? <X-0v fA44 @H@   @ <x2(0vH  fA54 @H@   A <.(H  fA64 @H@   B <0="B KE @  H  0޽h ? 3333y___PPT10Y+D='  = @B +  0 |(  |x | c $M| `}   r | S dN| @  ` | c $A ??p0  H | 0޽h ? 3333y___PPT10Y+D='  = @B +! 0 H@ (    <\g |{USSef[`N!jW,  6363     Zn ??` &  &<{USSef[`N!jWSimple Bayes b Nave Bayes \~[OIRbyr_TϑXTQV{{|+RSϑC0{USSe!jWGP[yr_TϑvTRϑv[NQV{Sϑ/fv[rzv _N1\/fTRϑrz0W\O(uNQV{Sϑ0=\{ُNGP[N[ z^ NP6RN{USSe!jWv(uV 6q (W[E^(u-N NNNcpe~MNONSeQ~g^v YBg'` N(WYW (Wݏُ̀yGP[vagN N {USSe_NhsQvS_vePX'`TؚHe'`[111] []~bR0W^(u0RR{|0Z{|S!jW bI{pencccvNR-N0vMR YxvzNXTckRN9eUyr_Sϑrz'`vP6R[54] NO[(uNf'YvV0    Z(8 (                   H  0޽h ? y___PPT10Y+D=' M = @B +  0 ~(  x  c $| `}      fA (? ??p0  (   `8 ??} i <~g{US S g$NB\~g ct YBg'`NQ~p*NpeHT~'`sQ| H  0޽h ? 3333y___PPT10Y+D=' M = @B + 0 @8`(  ` ` Z ??]0 ^7h,gAh:yb^\'`Tϑ Yg^\'`[N~[v{|+Rrz HNP(A|Ci)SNRbQ*NRϑvy<0!     P       v ` N ??((b ` c &Ab U?? W  U ` Z ??`   $ ai/f7h,gAv,{i*N^\'` f       ^       r ` S ܦ| `}   H ` 0޽h ? y___PPT10Y+D=' M = @B +y  0  h(    0 `  b{USSeR{|!jW    R  s *Ph  s ,A+ A??P AR  s *- R  s */Bz P@    }WG ,$D0p  s ,A- C?? @@  Cp  s ,A. D??P  D`2  0Ԕp`2  0Ԕ`@$  Zز ?? p  ُ*NǏ zyKN:N{USSeR{| (SBC: Simple Bayesian Classifier)0N,:N S g(Wrz'`GP[bzveP SBCMb_|^gOvR{|Hesb(W^\'`vsQ'`\v`Q N _я+B#style.visibility<* %(D' =-6B'checkerboard(down)*<3<* +A 0 h` \(  \X \ 3 rī1? i &WNBoosting{USSe!jW0 D$$$$(      \ Z˫ ??e  \FcGSelBoosting ;`v``/ff[`NN|RR{|hV (Wُ*N^R-NkN*NR{|hV[[MRN*NR{|hV[vR{|OP[~Nf'Yv͑Ɖ0$\vQ/f (Wf[`N[R{|hVHkKNT XRN1uHk[R{|v~OP[vCg

    (     r  \ S \ث| `}   H \ 0޽h ? y___PPT10Y+D=' M = @B +  0N0 0w6(  ~  s *ܫ| `}   x  c $ݫ|0  H  0޽h ? 3333  0N0 <(  ~  s *| `}   ~  s *|    H  0޽h ? 3333  0 (  (  ~  s *DM | `}  M  ~  s *Ķh| ` M  tF  4 )   8 4 IZB  s *D) 4 )   0h 3  TBoosting  2 B  H  0޽h ? ___f3̙;/f9___PPT10i.YU+D=' M = @B +p  0 O(  ~  s *Li | `}      f*h1? s  X:_f[`N:g 2   fh1?"`=  X1_f[`N:g    f1? a}   f1?   f1?   3 r8h1?`6j T SY~Ɩ   @  `1?}q    3 rPh1?P* p XRCgTv~Ɩ     f1?@    f1?w2    f1? Z PR @ 3 rGHI1? R R  3 rGQCHo|IQC1?"@  Z331?Q    3 rHV1?f pd V RCgTvGP   Z1?    # lV331?f  v W X>1?1:-1     R @ 3 rZGDHID1?= nR  # lGpHIp1?s R n  3 rV1?   P1_GP H  0޽h ?o    ___f3̙;/f9___PPT10i.]p[R+D=' M = @B +`  0 woPu?(    BGV ?" ` d"BoostingAm z(loop2)&      fHb1? s  X:_f[`N:g 2   f51?"`=  X1_f[`N:g    f1? a}   f1?   f1?   3 rd1?`6j T SY~Ɩ   @  `1?}q    3 r1?P* p XRCgTv~Ɩ     f1?/@J    f1?w-    f1?z "R @ 3 rGְHIְ1? R R  3 rGQCH oIQC1?@  Z331?s F   3 rZ1? pd, V RCgTvGP   Z1? F   # lD331?f  v W Y>3?1:-1     R @ 3 rZGDHID1?= nR  # lGpHIp1?s R n  3 rq1?   P1_GP   Z331?  H  0޽h ?o    ___f3̙;/f9___PPT10i.d +D=' M = @B +  0 P[(    Bӻ  ?" ` d"BoostingAm z(loop3)&      f$ٻ 1? s  X:_f[`N:g 2   f 1?"`=  X1_f[`N:g    f1? a}   f1?   f1?   3 r| 1?`6j T SY~Ɩ   @  `1?}q    3 r 1?P* p XRCgTv~Ɩ     f1?M@    f1?m}    f1? R @ 3 rGdHId1? R R  3 rGQCHQZIQC1?t@  Z331?s F   3 r 1? pd, V RCgTvGP   Z1? F   # l 331?f  v VZ>7?1:-1    R @ 3 rZGDHID1?= nR  # lGpHIp1?s R n  3 r$ 1?   P1_GP   Z331?    Z331?) V H  0޽h ?o    ___f3̙;/f9___PPT10i.eK+D=' M = @B +K  0N0  s(  ~  s *| `}   ~  s *|k2      `D ?? 0 iSet of weighted instances C      `0 ?? p0 ~Classifier Ct @ C K C   B   fD>??     `(  ??P   \train classifierC  B   fD>??@ @   T ?? ` t adjust weights C$   H  0޽h ? 3333  0 @>6(  ~  s *% | `}   x  c $P* | `;   H  0޽h ? ___f3̙;/f9___PPT10i.e@>+D=' M = @B +  0 P<(  ~  s * k | `}   ~  s *= | `   H  0޽h ? ___f3̙;/f9___PPT10i.f坑+D=' M = @B +  0 F(  ~  s * |q}    0 <A /?| /  H  0޽h ? ___f3̙;/f9___PPT10i.rs+D=' M = @B +  0 qL(  ~  s *X | `}   ~  s *V |{    `  c $A 0??V w  0 0 TA' 1? ?|I 0  1  H  0޽h ? ___f3̙;/f9___PPT10i.`,,+D=' M = @B +a  0 pn@(  ~  s * | `}   ~  s *YM |{     0 TA) 8? ?|Pd ' 8   0 TA* 9? ?| h  9 M   6AK <? ?" f8 <$D0H  0޽h ? ___f3̙;/f9YQ___PPT101.yp+ bD' M = @B D' = @BA?%,( < +O%,( < +D' =%(D' =%(DG' =4@BBB B%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-6B'blinds(horizontal)*<3<*+  0 B: (   ~   s *4M | `}   ~   s *ěM | Y M    0 TA/ 5? ?|2 0 } 5 M   0  `A0 6? ?|"d z cX H 6$D 0 M H   0޽h ? ___f3̙;/f9C;___PPT10.HlA+jD' M = @B D' = @BA?%,( < +O%,( < +D' =%(D' =%(D1' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<* %(D' =-m6Bbox(in)*<3<* +  0 s^(  ~  s *IM | `}  M   0 TA6 7? ?|zF 7 M H  0޽h ? ___f3̙;/f9___PPT10i.PU;+D=' M = @B +  0N0 W<(  ~  s *| `}   ~  s *p|H8i   H  0޽h ? 3333  0N0 e6(  ~  s *#| `}   x  c $#|P  H  0޽h ? 3333  !0N0 <(  ~  s *)| `}   ~  s *(*|GWE  H  0޽h ? ff  "0N0 NF(  ~  s *R| `}   x  B ?"w\  S AF ??PI  \  S AG ?? 0     c @X0e0e |@p`  H  0޽h ? 3333  #0N0 (  ~  s *]| }   x  c $`g|P  x  B ?"T \  S AH ??0@  H  0޽h ? 3333  $0N0 >6g(  ~  s *x| `}   ~  s *Xy| `P    TAI ?" 0 H  0޽h ? 3333  %0N0 "(  ~  s *P| }   x  c $(|@  x  B ?"M   Zgֳgֳ 1?"S \  S AJ ??p   H  0޽h ? 3333  &0N0 " (   ~   s *| `}   ~   s *@|    n   2A[ ? ?0 `  H   0޽h ? 3333  '0N0 <(  ~  s *ԩ| `}   ~  s *|   H  0޽h ? 3333 (0  P(    <и PAC-Bayes f[`N * 64    H   fp1?@0Z  sNf[`Nt'YSNR:N$N'Y{|SectTPACProbability Approximation Correct f[`N0ُ$N{|f[`N{lN~pencƖ\O:NeQ ~Ǐf[`N QN*Ni_b!jW_NsQT@wv^vcknx'`[tPACf[`N[rz TR^v~7h,gƖcON_}Yv'`O Secknx'`[tOEQR0W)R(uHQOo`0~Tُ$N{|f[`N{lvOp NuNPAC-Bayesf[`Nt0!! ! 6!? !       ! 6  ?      3 r˴1?   VDavid A Mcallester[1999] ~QN$N*NPAC-Bayes[t F, B     `  3 rӴ1?z H  4Ralf Herbrich I{cQNSep:gt 2 4     H  0޽h ? y___PPT10Y+D='  = @B +s )0 @8  (  r  6A1 G??  G  <Xܴ`T h /fh:ySϑޏ~sQ|v gTesV   <ߴ@W ` ,$D0 ZSeQ~vf[`N      <T- 6M ,$D 0 P~gf[`N    < p,$D 0 PSpef[`N <z  0     0  ,$D0   < 0 P  ^WNċRQpev~gf[`N       < p   dWNagNrz'`hv~gf[`N      f\ ??)Pi vg^SeQ~*G66  H  0޽h ? ___PPT10+ږ D' = @B D' = @BA?%,( < +O%,( < +D' =%(D' =%(D@' =A@BB BB0B%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =-o6Bdissolve*<3<*D{' =%(D#' =%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =+4 8?dCB0-#ppt_w/2BCB#ppt_xB*Y3>B ppt_x<*D' =+4 8?\CB#ppt_yBCB#ppt_yB*Y3>B ppt_y<*D' =%(D' =%(D3' =4@BB BB%(D' =1:Bvisible*o3>+B#style.visibility<* %(D' =-o6Bdissolve*<3<* D{' =%(D#' =%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<* %(D' =+4 8?dCB0-#ppt_w/2BCB#ppt_xB*Y3>B ppt_x<* D' =+4 8?\CB#ppt_yBCB#ppt_yB*Y3>B ppt_y<* ++0+0 ++0+0 ++0+ 0 +  *0  0/(    B$ |v_     <psw ^Bayesian Network B    <H 3w]  ^Bayesian Network B    <  w= ^Bayesian Network B  2  <v \Problem Domain B  2  <,_  \Problem Domain B  2   < O  \Problem Domain B  " ! <\ ^Expert Knowledge B  " " <ps  ^Expert Knowledge B   # <\$ 1  [ Training Data B   $ <%1^ [ Training Data B  ^B % 6D3 3 ^B & 6DCC ' H-GH f bProbability Elicitor B   ( <1uh K   `Learning Algorithm B   ) <4U h K  `Learning Algorithm B  X * 0 pX + 0P  X , 0 P X - 0P 0X . 0p X / 0p0H  0޽h ?' 3333y___PPT10Y+D='  = @B +  +0 @p(  ~  s *?| `}     Z? ??] (Sef[`Nt)R(uHQOo`T7h,gpenceg_[*gw7h,gv0O isTTisTagNis /fHQOo`T7h,gpencOo`(WSef[`Nt-Nvhsb__0YUO_ُNis_NyKN:N[^0O /fSef[`NtNYv0We0xvzYUO9hnc7h,gvpencOo`TN{|N[vHQwƋ_[*gwSϑTϑ vR^SvQSpev0O0[ g$N*NǏ zN/fnx[*gwSϑvHQR^N/f_v^R^vSpe0O0YgNMR[@b gOo`Ne@bw yُyR^:NeOo`HQR^YgwSvQR^Bl[vR^Spe yKN:N gOo`HQR^0 H  0޽h ? 3333y___PPT10Y+D='  = @B + ,0 0j(    <I6j6 b[^0O63     f(@1?0t dHQR^v SSR  $  Z   fO1?0   $ qQmR^ pg_SR g'YqSRn      H  0޽h ? y___PPT10Y+D='  = @B +  -0 P f(      BY |/      <pZ |h@  H   0޽h ? 3333y___PPT10Y+D='  = @B +q  .0   @ ( (    <j6j6 bqQmR^63  2   fs1?0pE  RaiffaTSchaifeercQHQR^^ SqQmR^ sSBlTR^NHQR^^\N TNR^{|W0[vN,c:N : 7h,gX1,X2, & ,Xn [SpevagNR^:Npx1,x2, & , xn| YgHQR^[^Qpe=9 *                                      1                 f( ?? `  XQ[vT[^  v  N ??1 W!1b  c &A ,??0 p3  ,    fL{ ?? ` m  ^ T^\NNy{|W Ry     v   N ??1 !!1b   c &AM -?? p  -    f ?? @  LN  b   c &A .?? 0  .`   f( ?? M :Npx| vqQmR^0f       &   b  c &A /??0 3  /H  0޽h ? y___PPT10Y+D='  = @B +U /0 |tP (    <$66 t pg_SR,6363     f81?0@ Vpg_[NHQR^v SZPQN͑'Yv!.s [cQN*N NSSt }Y0W㉳QNSeGP-NvN*Nwv v^N~QNN*N[BlHQ[^vel0pg_SR1u$N*NR~bN/f[HQR^ gNTtBlN/f~QwQSOvelBl_TNBlvHQR^0HQR^v SSR,}s  } H  0޽h ? y___PPT10Y+D='  = @B +  00 `  H(      <赼66 t g'YqSR,6363  `    fл1? 0l  x_f>f 1 v Nnx['`k2 v Nnx['`\_Y NNvɉ N_NSN w_QS_Sv$N*N??1  >v $ N ??1 W!1b $ c &AW ???1  ?v $ N ??1 W!1b $ c &AW @??1  @v !$ N ??1 W!1b  $ c &AW A??1  Av #$ N ??1 W!1b "$ c &AW B??1  Bv %$ N ??{ b $$ c &AX C?? @  C &$ Z ??p " gaIN y[:Nޏ~W:gSϑvq 4  H $ 0޽h ? y___PPT10Y+D='  = @B +%  20 $$`35$k$(  $;8 #d 4$p ] BB $ 3 i+&Y $ 6>3 \1)( B  $ 63 in(n( B    $ 6 5d jm/n)( B    $ 6*5q [m(1( B    $ 6  `variance(  B   !$ 6!- ]+* C  "$ 6i# ]-* C  #$ 68q ]=* C 8 T/ 3$  BB $ 3 i+;<  $ 6%4R/ Yn( B    $ 6(#T1 Ym( B   $ 6.z \mean( B   $$ 6\3 ]=* C 8 = ) 2$@%,BB $ 3 i+)6 7 $ 6<8$   Zx)( B   $ 6d=   \(1( B  $ 6A +  Yx( B   $ 6E L ) Zm)( B   $ 6,JLB ) h(n( B   $ 6NL5) i(m)( B   $ 6KlOV , i(n)( B   $ 6X~ Zn)( B   $ 6] Zm,( B   $ 6b [|( B  $ 6f h(x( B   $ 6k Yp( B   $ 6Dp / [1( B   $ 6u</ Ym( B    $ 6y / Yn( B    $ 6x~  / [1( B   $ 64/  / Ym( B     $ 6/ \Beta( B    %$ 6   ]-* C  &$ 6hS :  ]-* C  '$ 6$ ]=* C  ($ 6' ]-* C   )$ 6<' ]-* C   *$ 6X  ' ]-* C   +$ 6': [G* C   ,$ 6Э: [G* C   -$ 6=m [G* C  r .$ 6A ??k ~ jB /$ BD@ p pjB 0$ BD ppjB 1$ BDP px 5$ c $H| `}   H $ 0޽h ? 3333y___PPT10Y+D='  = @B +OZ  30 vYnYptu(Y(  (x ( c $`| `}   :B ( 3 i+ G:B ( 3 i+e, :B ( 3 i+ :   ( 6` ^ = \1)(   ( 6P` = Ym(     ( 60` 1 = [((    ( 6` . = Ym(     ( 60 ^  [)(    ( 6  ^  Ym(     ( 6 ! ^  [/(   ( 6d 0 ^  Ym(    ( 6  ^  \(1(   ( 6 F ^  Ym(    ( 6p 9M  ]state(    ( 6Tp BM  [ (   ( 6p tM  Yi(    ( 6Dp O}M  [ (   ( 6p M\M  j the(    ( 6Hp >M  Zof(    ( 6p ~M  [ (   ( 6Xp +M  `variance(     ( 6`u H R  Ym(    ( 6k  Ym(    ( 6Ddb  ]state(    ( 6@$?mb  [ (   ( 6p)b  Yi(    ( 6-zb  [ (   ( 6t2xb  j the(     ( 68ib  Zof(    !( 66(b  ]mean (    "( 6?v S j...x(    #( 6EvS Yx(    $( 6hJviS Yx(    %( 6$O@ [)(   &( 6S h(m(    '( 6( 6 L Yi(     ?( 6P e  YN(     @( 6o  [1(    A( 68o G d  Yi(     B( 6 m  Yi(     C( 6  m  Yi(     D( 6 m  Yi(     E( 6(a   hth(     F( 6 }  YN(     G( 6c   [1(    H( 6Lc   Yi(     I( 6 a  Yi(     J( 6o  Yi(     K( 6`v- hth(     L( 6d [1(    M( 6D dK Ym(     N( 6e [1(    O( 6e [-(    P( 6xe)z Ym(     Q( 64e [1(    R( 6"e# Ym(     S( 6`&q YN(     T( 6+q[  [2(    U( 6/q  [1(    V( 64 B  YN(     W( 6P9t1 e  [1(    X( 6 >t  Yi(     Y( 6B(Es Yi(     Z( 6Gb YN(     [( 6@Lb [2(    \( 6Pb [1(    ]( 6Ub o Dirichlet(        ^( 6\U YN(     _( 6` [2(    `( 6He"F [1(    a( 6iK S ( ]+* C  b( 60nl  I  ]-* C  c( 6r[  8  ]=* C  d( 6wp;M  ]=* C  e( 6{\ [G* C   f( 6  [G* C   g( 6te  [G* C   h( 6r } O [G* C   i( 6\aT > ]=* C  j( 6Б 3 a [* C"   k( 6D V  a [* C"   l( 6; +  [* C"   m( 6,0 p2 v  [* C"   n( 6|A   [* C"   o( 6ħCt  ]=* C   p( 6C  ]=* C   q( 6<d k  ]=* C   r( 6X   ]=* C   s( 6Y ]-* C   t( 6ZT ]-* C   u( 6i 6  ]=* C  H ( 0޽h ? 3333y___PPT10Y+D='  = @B + 40 `(    <P` n N[hQpencv[^0O  63   F   f1?B  ggg'YSelExpectation Maximization EM Gibbsb7hGibbs Sampling GS Bound and Collapse (BC) rZ$$$$$$$h        H  0޽h ? y___PPT10Y+D='  = @B + 50 ,H(  , , <p` xggg'YSel,6363  $ ,  f1?`_ "R:NN NQ*Nek 1 +T g N[hQpencv7h,gv:y(uyvg'Y,A=F,R=F,S=F; 2 [kNp[ {[NvNOo` v^\NOo`'YNgNWe_ Qb勹p[ReQA0R-N &TRReQ0RR-N 5 ͑ Y4),v0RS:Nzz 6 NR-NSQ,{N*Np[ 7 ~bQ勹p[vgNWWƖ (WP[Ɩ NZPrz'`h Yg勹p[v$N*Np N6qvNOV RReQ0RA-N 8 ͑ Y6),v0RR:Nzz 9 [A-NvkNag YgdُagY Ne+T g_>e_ RNA-N4NeyQ v^(Wv^vWWƖ N\Orz'`KmՋ YgN6qvsQ R\vQԏV0RA-N &TRNA-N Rdُag0L_ A     -               (                 .              "     H  0޽h ? y___PPT10Y+D='  = @B +o ;0 &(    <L &hX^v4g }SeQ TANv~gf[`N,3(     r  6AL z??a}6  zr  6A3 x?? @ xH  0޽h ? y___PPT10Y+D='  = @B +; <0 80 (    <[T0 v;NRSeQ~R{|hV .  63    0tN6- T ;NRf[`N   0 d=`C H;NR(WP 7h,gƖ-N bKmՋOP[ v^\ُN[ONN[ve_ReQ0R~Ɩ-N0%%%   <gp' ,$D 0 R bV{eu   <l F ,$D 0 Pb7h b   <lp P,$D 0 Pbhy b    < t z ,$D0 h :gb7h vsQb7h Nnx['`b7h H  0޽h ? ___PPT10+MD' p= @B DB' = @BA?%,( < +O%,( < +D{' =%(D#' =%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =+4 8?dCB0-#ppt_w/2BCB#ppt_xB*Y3>B ppt_x<*D' =+4 8?\CB#ppt_yBCB#ppt_yB*Y3>B ppt_y<*D{' =%(D#' =%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =+4 8?dCB0-#ppt_w/2BCB#ppt_xB*Y3>B ppt_x<*D' =+4 8?\CB#ppt_yBCB#ppt_yB*Y3>B ppt_y<*D' =%(D' =%(D@' =A@BB BB0B%(D' =1:Bvisible*o3>+B#style.visibility<* %(D' =-o6Bdissolve*<3<* D{' =%(D#' =%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*%(D' =+4 8?dCB0-#ppt_w/2BCB#ppt_xB*Y3>B ppt_x<*D' =+4 8?\CB#ppt_yBCB#ppt_yB*Y3>B ppt_y<*++0+0 ++0+0 ++0+0 ++0+ 0 +C  =0 jb(    < @ z;NRSeQ~R{|hV 2  633    0 3 Rf[`NǏ z   0@ eQ&^ g{|+Rhlv7h,gƖL :N&^{|+RhlvP 7h,gƖUL, b\PbkhQe k!kNP Ɩ-N bv7h,g*NpeM QR{|hVC. Ǐ z While not e { TrainClassifer(L,C) //NL-Nf[`NR{|hVC For each x{ES SelectExampleByES(S,UL,M,ES) //9hncESNUL-N bM*NOP[vP[ƖS. LabeledAndAdd(S,L); //(uS_MRvR{|hVChlS-NvCQ } v^b[ReQ0RL-N0 Remove(S,UL); //NUL-NypS. CheckStop(&e); //9hncS_MRr`nQagN } Return C; ZdR40R                                                           H  0޽h ? y___PPT10Y+D='  = @B +3 >0 ZR(    <`T z;NRSeQ~R{|hV 2  633    0ܯ@  bWNg'Yg\qv;NRf[`N    *  0pZ  LHQNKmՋ7h,g-N bQ{|agNqg'YTg\vP 7h,gMinExample, MaxExample 6qT\ُ$N*N7h,g TeReQ0R~Ɩ-N0{|agNqg'Yv7h,gvReQ O_R{|hVY[wQ gyrkOo`v7h,gvSe͑Ɖ {|agNqg\v7h,g/fR{|hV:Nnx[v7h,g [[vR{|_NfRQnx N R0Wb6RN1uN Nnx['`7h,gvReQ Nuv] OdD      w X  0Ԕh  s ,A4 J??  JH  0޽h ? y___PPT10Y+D='  = @B + ?0 d(    <@ z;NRSeQ~R{|hV 2  63    06  r(WNR{|_c1YN Nnx[b7hv~Tv;NRf[`N r  6A5 K??P K  < R R{|_c1Y   <   R bǏ z ^  0 x NKmՋ7h,g-N b*Nq'Yv7h,g ~bƖTmaxS 6qT[dkƖT-Nk*NCQ }{v[NƖTvR{|_c1YT bR{|_c1YTg\v7h,gZPhlv^ReQ0R~7h,gƖ-N0NN*  6 H  0޽h ? y___PPT10Y+D='  = @B +) @0 PH(    <` v;NRSeQ~R{|hV .  63  |nL   # P`` mN     N B  B  6p+B h 4   Z  s *BN B  B   <pB ~A @     Z   s *BN HB   HB   <<EB ~B @     Z   s *HBN H<B  H<B  <DsB ~C @     Z  s *H<BN <0B  <0B  <LgB ~D @     Z  s *<0BN 0AB  0AB  <,[B ~E @     Z  s *0ABN A5B  A5B  <l B ~F @     Z  s *A5BN 5 v  5 v  6` v |^ċ[(%) @   &   Z  s *5 vN 5vB  5vB  6`v|B x|^ @    Z  s *5vBN v B   v B ! 6v B zSVs @    Z " s *v BN B # B $ 6+B ~A @     Z % s *BN B & B ' 6"B v645 6    Z ( s *BN BH ) BH * 6p(EB ~6 @     Z + s *BHN HB< , HB< - 6X/sB ~5 @     Z . s *HB<N <B0 / <B0 0 6h6gB ~0 @     Z 1 s *<B0N 0BA 2 0BA 3 6(=[B ~0 @     Z 4 s *0BAN AB5 5 AB5 6 68DlB  ~0 @     Z 7 s *AB5N 5B 8 5B 9 6J`B| 0.7670 @     Z : s *5BN B  ; B  < 6RB  0.9832 @     Z = s *B N  >  ? 6X+ ~B @     Z @ s *N  A  B 6_ 140 @     Z C s *N H D H E 6fE 132 B     Z F s *HN H< G H< H 6ms ~0 @     Z I s *H<N <0 J <0 K 6htg ~0 @     Z L s *<0N 0A M 0A N 6x{[ ~0 @     Z O s *0AN A5 P A5 Q 68l  ~0 @     Z R s *A5N 5 S 5 T 6H`| 0.9429 @     Z U s *5N   V   W 6  0.4853 @     Z X s * N  Y  Z 6+ ~C @     Z [ s *N  \  ] 6؝ 25 @     Z ^ s *N H _ H ` 6E ~2 @     Z a s *HN H< b H< c 6s 50 B     Z d s *H<N <0 e <0 f 6Lg ~0 @     Z g s *<0N 0A h 0A i 6p[ ~0 @     Z j s *0AN A5 k A5 l 6`l  ~0 @     Z m s *A5N 5 n 5 o 6p`| 0.8475 @     Z p s *5N   q   r 60  0.6494 @     Z s s * N r  t r  u 6@+r  ~D @     Z v s *r N r  w r  x 6r  ~5 @     Z y s *r N Hr  z Hr  { 6Er  ~0 @     Z | s *Hr N H<r  } H<r  ~ 6sr  ~2 @     Z  s *H<r N <0r   <0r   6gr  33 B     Z  s *<0r N 0Ar   0Ar   6[r  ~1 @     Z  s *0Ar N A5r   A5r   6l r  ~0 @     Z  s *A5r N 5r   5r   6`|r  0.9167 @     Z  s *5r N  r    r   6 r  0.8049 @     Z  s * r N r >   r >   6+r >  ~E @     Z  s *r > N r >   r >   6r >  ~9 @     Z  s *r > N r H>   r H>   6"Er >  ~0 @     Z  s *r H> N Hr <>   Hr <>   6)sr >  ~0 @     Z  s *Hr <> N <r 0>   <r 0>   6p0gr >  ~3 @     Z  s *<r 0> N 0r A>   0r A>   67[r >  51 B     Z  s *0r A> N Ar 5>   Ar 5>   6@>lr >  ~0 @     Z  s *Ar 5> N 5r >   5r >   6PE`r |>  0.9623 @     Z  s *5r > N r  >   r  >   6Lr >  0.8095 @     Z  s *r  > N >   >   6 S+>  ~F @     Z  s *> N >    >    6Y>   17 @     Z  s *>  N > H   > H   6`E>   ~0 @     Z  s *> H N H> <   H> <   6gs>   ~2 @     Z  s *H> < N <> 0   <> 0   6ng>   ~0 @     Z  s *<> 0 N 0> A   0> A   6u[>   ~1 @     Z  s *0> A N A> 5   A> 5   6|l>   64 B     Z  s *A> 5 N 5>    5>    6P`> |  1.0000 @     Z  s *5>  N >   ´ >   ô 6`>  0.7619 @     Z Ĵ s *>  Z Ŵ s *h+ xnL   ƴ#  0mN   Ǵ  N B ȴ B ɴ <P+B h 4   Z ʴ s *BN B ˴ B ̴ <̘B ~A @     Z ʹ s *BN HB δ HB ϴ <EB ~B @     Z д s *HBN H<B Ѵ H<B Ҵ <sB ~C @     Z Ӵ s *H<BN <0B Դ <0B մ <tgB ~D @     Z ִ s *<0BN 0AB ״ 0AB ش <[B ~E @     Z ٴ s *0ABN A5B ڴ A5B ۴ <Dl B ~F @     Z ܴ s *A5BN 5 v ݴ 5 v ޴ 6T` v |^ċ[(%) @   &   Z ߴ s *5 vN 5vB  5vB  6`v|B x|^ @    Z  s *5vBN v B  v B  6v B zSVs @    Z  s *v BN B  B  6+B ~A @     Z  s *BN B  B  6B 641 B     Z  s *BN BH  BH  6EB 11 @     Z  s *BHN HB<  HB<  6sB ~4 @     Z  s *HB<N <B0  <B0  6gB ~0 @     Z  s *<B0N 0BA  0BA  6D[B ~0 @     Z  s *0BAN AB5  AB5  6lB  ~0 @     Z  s *AB5N 5B  5B  6 `B| 0.8412 @     Z  s *5BN B   B   6B  0.9771 @     Z  s *B N     6+ ~B @     Z  s *N     6 81 @     Z  s *N H  H  6&E 191 B     Z   s *HN H<   H<   6-s ~0 @     Z   s *H<N <0   <0  64g ~0 @     Z  s *<0N 0A  0A  6;[ ~0 @     Z  s *0AN A5  A5  6Bl  ~0 @     Z  s *A5N 5  5  6pI`| 0.8565 @     Z  s *5N       6P  0.7022 @     Z  s * N     6@W+ ~C @     Z  s *N      6P^ ~8 @     Z ! s *N H " H # 6eE 21 @     Z $ s *HN H< % H< & 6 ls 48 B     Z ' s *H<N <0 ( <0 ) 6rg h 4   Z * s *<0N 0A + 0A , 6\y[ ~0 @     Z - s *0AN A5 . A5 / 6<l  ~0 @     Z 0 s *A5N 5 1 5 2 6`| 0.8571 @     Z 3 s *5N   4   5 6  0.6234 @     Z 6 s * N r  7 r  8 6+r  ~D @     Z 9 s *r N r  : r  ; 6ԛr  ~6 @     Z < s *r N Hr  = Hr  > 6Er  ~0 @     Z ? s *Hr N H<r  @ H<r  A 6sr  ~2 @     Z B s *H<r N <0r  C <0r  D 6gr  32 B     Z E s *<0r N 0Ar  F 0Ar  G 6t[r  ~1 @     Z H s *0Ar N A5r  I A5r  J 6l r  ~0 @     Z K s *A5r N 5r  L 5r  M 6D`|r  0.9143 @     Z N s *5r N  r  O  r  P 6T r  0.7273 @     Z Q s * r N r >  R r >  S 6+r >  ~E @     Z T s *r > N r >  U r >  V 6$r >  ~9 @     Z W s *r > N r H>  X r H>  Y 6Er >  ~0 @     Z Z s *r H> N Hr <>  [ Hr <>  \ 6sr >  ~0 @     Z ] s *Hr <> N <r 0>  ^ <r 0>  _ 6gr >  ~3 @     Z ` s *<r 0> N 0r A>  a 0r A>  b 6[r >  51 B     Z c s *0r A> N Ar 5>  d Ar 5>  e 6lr >  ~0 @     Z f s *Ar 5> N 5r >  g 5r >  h 6`r |>  0.9623 @     Z i s *5r > N r  >  j r  >  k 6pr >  0.8095 @     Z l s *r  > N >  m >  n 6+>  ~F @     Z o s *> N >   p >   q 6>   17 @     Z r s *>  N > H  s > H  t 6E>   ~0 @     Z u s *> H N H> <  v H> <  w 6&s>   ~2 @     Z x s *H> < N <> 0  y <> 0  z 6-g>   ~0 @     Z { s *<> 0 N 0> A  | 0> A  } 64[>   ~1 @     Z ~ s *0> A N A> 5   A> 5   6|;l>   64 B     Z  s *A> 5 N 5>    5>    6lB`> |  1.0000 @     Z  s *5>  N >    >    6|I>  0.7619 @     Z  s *>  Z  s *h+   <P lRYhl 7h,gpe96       <pU p:Nhl~ 7h,gpe500     0<[ .  nKmՋƖ 7h,gpe1193      <_L  8ALearnerByMaxMinEntropyKmՋ~g .    <eJ k j  ,ALearnerByUSandCLKmՋ~g .  H  0޽h ? y___PPT10Y+D='  = @B +.  A0 ln(  l~ l s *l| `}    l Zpm ??  &@wNTQvnfS Q NOo`ck(WHTcpe~XR0Tt0W~~ُNOo` NON++vpencNLu-N h"}0Rggvvh gHe0WRgُNOo` NONimYpwmvOo`wm m-N ccQev0\o(W g(uv!j_ ck(Wb:NQ NOo`Ytvxvzpp0Q NOo`vR{|vU_~~/fcؚh"}HesTh"}|^v gHe_ Y(W)R(ud"}_d[QupencۏLh"}e YcOg⋄v{|+ROo` _6qO)\NP6Rh"}V N cؚgQs Te R{|SNcOOo`vo}Y~~~g ON(u7bۏLOmȉTǏnOo`0 2 H l 0޽h ? 3333  B0 pD(  p~ p s *x| `}    p ZLy ?? .Z{|Rg/fe,gccv;NKbkKNN0[v;N\O(u/f1 Ǐ[h"}~gvZ{| \h"}0Rv'YϑQuNN[v{|+RcO~(u7b O(u7b_[MOggvvh2 ꁨRubR{|vU_3 Ǐv H p 0޽h ? 3333h  f0 p (  ~  s *| `}     ZL ?? 8 Kamal Nigam I{NcQN&^ g{|+RhlT N&^ g{|+RhlvmTech-NR{|WebQu [SR&^ g{|+Rhlv~7h,g ~T*ghl7h,g+T gvwƋegf[`NSeR{|hVYYN     +    ZTL ??   Ǐ_eQSe\o(WIN!jW HQ\+T g\o(W{|+R;NSϑvechRM0Rv^v{|;N-N0c@w)R(u{USSe!jW ~TMRN6kvwƋ [b[*g+T{|;NSϑvech\Ohl0[ُ$N6kvyrp bN[INN$Ny\o(WINRgǏSk*Ng'YvGY_

+B#style.visibility<* t%(D' =+4 8?dCB0-#ppt_w/2BCB#ppt_xB*Y3>B ppt_x<* tD' =+4 8?\CB#ppt_yBCB#ppt_yB*Y3>B ppt_y<* t+ D0  (  ~ d BA ???mZ XB d 0DԔ` pp  d 0 Ԕ 7j ,LSA v^(uOo`nl0ech"}_0Ɖh"}"@   d BԔ cO  V echvv(  l l BX.Ԕ t  bg'YSԔ@7 ZEek   p B0CԔP $ ZMek  x p <A ?Ԕ?p <  x p <A! ?Ԕ?    x p <A" ?Ԕ? / K x  p <A# ?Ԕ?0  z  P  p P ,$D0  p 8A$ ?? 8 $D0  p <IP P7 d+B#style.visibility<* p%(D' =-o6Bdissolve*<3<* p+  H0 D<P (    B\TԔ+ ` {lc:    BWԔ.u P]w x  <A7 `?Ԕ?$d `x  <A8 a?Ԕ?0 0P s  ax  <A9 b?Ԕ?0 0  b   B\Ԕ V  ^BlRR:  x   <A: c?Ԕ?0   cr   S ^| `}     0 ZA( ?Ԕ ?|JO i  H  0޽h ? y___PPT10Y+D=' G = @B +U I0 |t`  (    BfԔt T ㉳QV{eu   B,lԔJ  1. RRD:N$N*NƖT:  @     x  <A; d?Ԕ?  dx  <A< e?Ԕ?p Z  e   B rԔP U  *3. O(uNaive Bayesianhl4      HA= f?Ԕ??  fF       7    <xԔ  2. O(u BLSA hl4       <A> g?Ԕ?  gr   S {| `}   H  0޽h ? y___PPT10Y+D=' G = @B +Q J0 xpp (    BԔV2!   1) O(u BLSA0OR^Spe4      BȆԔ m1  t2) O(ug'YTishlech   x  <A? h?Ԕ?` ` hF     W  <pԔ  1. O(u BLSA hl4      <A> i?Ԕ?  ir   S xq| `}   H  0޽h ? y___PPT10Y+D=' G = @B + K0  (  F p      BԔp  *2. O(uNaive Bayesianhl4      HA= j?Ԕ??   jx  <A@ k?Ԕ? kx  <AA l?Ԕ?  lx  <AB m?Ԕ?0 j  m   6dԔ@    fMek:$   x   <AC n?Ԕ?   nx   <AD o?Ԕ? Z o   <jԔ@  fEek:$      BԔD T +B#style.visibility<*%(D4' =%(D' =%(D' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<*%(+8+0+0 +  N0 Q(  x  c $p!| u   x  c $4"| " '     fh$?? ,$D0 ONP Hard  H  0޽h ? 3333___PPT10+EjDO' G = @B D ' = @BA?%,( < +O%,( < +DA' =%(D' =%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*%(+8+0+0 +y  O0 0(  x  c $P=|    x  c $(>|   H  0޽h ? 3333y___PPT10Y+D=' G = @B +s  P0  *(  x  c $L|    r  S L|   H  0޽h ? 3333y___PPT10Y+D=' G = @B +9  Q0 `X08(  8r 8 S a|p   X 8 0A1? p  8 s bxaxa1 ?| ]  H 8 0޽h ? 3333y___PPT10Y+D=' G = @B +3  R0 ZR@ <(  <x < c $m| `}   ^ < 6A1?@jB < BG0*1? 0 jB < BG0*1?  jB  < BG0*1? p jB  < BG0*1?PH < 0޽h ? 3333y___PPT10Y+D=' G = @B +  S0 *"P(  x  c $$t| `}   x  c $t| @     0y Pp P  D.я? e(x)$( p2B    T xaxa1?P >o  e(y)$( p2B    T xaxa1? N? e(y)$( l2B    T$ xaxa1? N  e(z)$( l2B    T xaxa1? ^  (e-)B( l2BJB  fB  61?rB  BjJ?8rB  BjJ?\T\HfB  61?$@$fB  61?t`x<fB  61?<| <P fB  61?t xl rB  BjJ?P P rB B BjJ? pfB  61?L    H / 1?08' 8^k*NpT?QP[pS pi mo` T6rpS lambdamo` Bel(Y) = p(y|e+, e-) = a p(y)T l(y) vQ-N p(y) = p(y|e+), HQnc l(y) = p(e-|y),  T BEL(t) p(t) l(t)Z  CCZ       `"  B\a 1? v U BEL(t) p(t) l(t)Z  CCZ       `"  BTq 1?  X BEL(t) p(t) l(t)Z  CCZ       `"   B`z 1?  Y BEL(t) p(t) l(t)Z  CCZ       `"   BĂ 1? H Z BEL(t) p(t) l(t)Z  CCZ       d   <1? > d   <1? v d   <1?  d  <1? H   < 1?O> vMu|t4      <@ 1?~K   vMx|u4      <ԙ 1?9% Y vMy|x4      <8 1?  vMz|y4    H  0޽h ?O       3333y___PPT10Y+D=' G = @B +  ^0  &0 (  x  c $ | `}   z  T xaxa1?b   4p(A1) = 0.9 p(A2) = 0.1 M B|A = M C|B = 5 BBBJ BJJBB 5 L Cd3 # j2ql  <G1?Cd3  T xaxa1?`) SA1 A2 B  L Hpl   #   l   <G1?Hpl    TT xaxa1?}K  SB1 B2 B  L l h   #  :l   <G1?l h   T xaxa1? M  VC1 C2 C3   B  ]8 xB d +xB dl2  <1?@x h   `D xaxa1?   OA B  l2  <1?@     `\ xaxa1?p x  OB B  l2  <1?@ B d   `0 xaxa1?p  OC B  rB  BjJ?. n. rB  BjJ?. . D F  T  Az   H 1?:0@ _.8 .2 .1 .9    Hl 1? .T O[ B   <0 1?T ]]* B6 F `    1   H 1?F PL  i.5 .4 .1 .1 .3 .6     H 1?:`  O[ B  ! < 1?`  ]]* B6  " <( 1? LCh    # H 1? LDi    $ < 1?f  LA1    % <D1?J j  LA2    & <1?   LC1    ' HT1? N  LC2    ( H1?    LC3    ) <1?@ `  LB1    * <@1?0 P  LB2   H  0޽h ? 3333y___PPT10Y+D=' G = @B +*  _0 QI(   =  `??   <  `??   ;  `??px  c $| `}   GF xB d > f2 ? 61?@x h @ Z xaxa1?   OA B  f2 A 61?@   B ZP xaxa1?p x  OB B  f2 C 61?@ B d D Z xaxa1?p  OC B  rB E BjJ?. n. rB F BjJ?. . D  : N%1?P@ V(1) RYS lambda {P[:NUSMOTϑ; Bel(A) = a l(A) p(A) p(A) Bel(A) l(A) A1 0.9 0.9 1.0 A2 0.1 0.1 1.0 (2) p(B) = p(A) MB|A; Bel(B) = a l(B) p(B) p(B) Bel(B) l(B) B1 0.73 0.73 1.0 B2 0.27 0.27 1.0 (3) p(C) = p(B) MC|B; Bel(C) = a l(C) p(C) p(C) Bel(C) l(C) C1 0.39 0.40 1.0 C2 0.35 0.36 1.0 C3 0.24 0.24 1.0 (b9BBB  b B9BBB bB'UBF                       _   H  0޽h ? 3333y___PPT10Y+D=' G = @B +$  `0 ## 0Y#(  r  S TM|@m     6pL7 ][* C   6)y ]]* C   6" m t(     6lf" [=(    6l." [0(    6\7,* x(lR)( (     67R [=(    6T7T a.8 .2(    6ȴ&% [p* C    <<1?up B t = 1 p(A) = p(IR) p(A) Bel(A) l(A) A1 0.8 0.8 1.0 A2 0.2 0.2 1.0 p(B) Bel(B) l(B) B1 0.73 0.73 1.0 B2 0.27 0.27 1.0 p(C) Bel(C) l(C) C1 0.39 0.3 0.5 C2 0.35 0.5 1.0 C3 0.24 0.2 0.6 t = 1 l(C) = l(TR) V 9=B=BdB B   (            y  d  <1?5 @PGL EH7t  # m5'f2 ! 61?dHt " Txaxa1?E7 Y Intel. Rpt.   B  L  L ##  qf2 $ 61? L % Txaxa1?  X Troop Rpt.   B  dB & <1?dB '@ <1?  d 3 <1?4D@ d 4 <1?@P^ 5 61? StGF xB d 6 l f2 7 61?@x h 8 Zxaxa1?   OA B  f2 9 61?@   : Zxaxa1?p x  OB B  f2 ; 61?@ B d < Zxaxa1?p  OC B  rB = BjJ?. n. rB > BjJ?. . D H  0޽h ? 3333y___PPT10Y+D=' G = @B +D'  a0 k&c&05%(  ^  61?D ^  61?  ^  61?p: ^  61? p:   60SV ][* C    6SE V ]]* C    6K Yt(      6<#J ZTR(      6Oi  [T* (    609 ]=* C   6p<8 ]=* C   6P K [0(    6BJ [5(    6P8 [l* C    6 !J [((    6 J [)(    6L!J [.(    6T&@J c 1 .6(       6%j ][* C   6* ]]* C   63&3J m t(     6@.&r [=(    6<&: [0(    6A x(lR)( (     6G  [=(    6K^ a.8 .2(    6HP1 [p* C      HT1?u  p(A) Bel(A) l(A) Paris 0.8 0.8 1.0 Med. 0.2 0.2 1.0 t = 2 p(B) = p(A) MB|A p(B) Bel(B) l(B) B1 0.66 0.66 0.71 B2 0.34 0.34 0.71 t = 2 l(B) = MC|B l(A) p(C) Bel(C) l(C) C1 0.39 0.3 0.5 C2 0.35 0.5 1.0 C3 0.24 0.2 0.6 e $BBFBB\B   +    0      /  c  d ! <1?  d 6 <1?' { d 7 <1?g pB 8 HDԔ?; [ pB 9 HDԔ?  < Bj |@m    8 5mq Nm5qT EH7t =# 5m'f2 > 61?dHt ? T mxaxa1?E7 Y Intel. Rpt.   B  T  L @#  qf2 A 61? L B T qxaxa1?  X Troop Rpt.   B  fB C 61?ON xB d D l f2 E 61?@x h F Z|uxaxa1?   OA B  f2 G 61?@   H Zyxaxa1?p x  OB B  f2 I 61?@ B d J ZH}xaxa1?p  OC B  rB K BjJ?. n. rB L BjJ?. . D fB MB 61? H  0޽h ? 3333y___PPT10Y+D=' G = @B +  b0 @(    B |p   ^  61?T  <1?p$ n p(A) Bel(A) l(A) A1 0.8 0.8 0.71 A2 0.2 0.2 0.71 t = 3 l(A) = MB|Al(B) p(B) Bel(B) l(B) B1 0.66 0.66 0.71 B2 0.34 0.34 0.71 t = 3 p(C) = p(B) MC|B p(C) Bel(C) l(C) C1 0.36 0.25 0.5 C2 0.37 0.52 1.0 C3 0.27 0.23 0.6 Z ?BHB B_B       /      1  f  d  <1?4Ed  <1?x  d  <1?&pB  HDԔ?pB   HDԔ?l ^ ! 61?V  ^ " 61?V  C ^ # 61?  c F 5mA $  T EH7t %# 5m'f2 & 61?dHt ' THxaxa1?E7[ Y Intel. Rpt.   B  T   (#  Af2 ) 61? L * T@xaxa1?  X Troop Rpt.   B  fB + 61?ON xB d , l f2 - 61?@x h . Zxaxa1? 0 OA B  f2 / 61?@   0 Zxaxa1?ph  OB B  f2 1 61?@ B d 2 Ztxaxa1?p  OC B  rB 3 BjJ?. n. rB 4 BjJ?. . D fB 5B 61? H  0޽h ? 3333y___PPT10Y+D=' G = @B +y  c0 P0(  x  c $| `}   x  c $T| `  H  0޽h ? 3333y___PPT10Y+D=' G = @B +y  d0 `0(  x  c $l| `}   x  c $H| `  H  0޽h ? 3333y___PPT10Y+D=' G = @B + e0 @8(     `( ??P" $  ` " "!`   0 TA2 {? ?| [ { H  0޽h ? 3333y___PPT10Y+D=' G = @B +00 q (  X  C t     S Mt @   " H  0޽h ? ̙3380___PPT10.0  (  X  C t     S @t @   " H  0޽h ? ̙3380___PPT10.P'0 P (  X  C t     S `t @   " H  0޽h ? ̙3380___PPT10.y>20 `  (   X   C t      S t @   " H   0޽h ? ̙3380___PPT10.X30 P$ (  $X $ C t    $ S Xt @   " H $ 0޽h ? ̙3380___PPT10.d40 `( (  (X ( C t    ( S X%t @   " H ( 0޽h ? ̙3380___PPT10.p10 , (  ,X , C t    , S *t @   " H , 0޽h ? ̙3380___PPT10.p@u50 !0 (  0X 0 C t    0 S 0t @   " H 0 0޽h ? ̙3380___PPT10.`~60  +4 (  4X 4 C t    4 S |5t @   " H 4 0޽h ? ̙3380___PPT10.P 70 0.8 (  8X 8 C t    8 S ;t @   " H 8 0޽h ? ̙3380___PPT10.@S80 1< (  <X < C t    < S |@t @   " H < 0޽h ? ̙3380___PPT10.@Ċ0 @ (  @X @ C t    @ S Et @   " H @ 0޽h ? ̙3380___PPT10.@Ċ\0 4D (  DX D C t    D S tKt @   " H D 0޽h ? ̙3380___PPT10.0]0 7H (  HX H C t    H S Pt @   " H H 0޽h ? ̙3380___PPT10.0^0 #L (  LX L C t    L S tVt @   " H L 0޽h ? ̙3380___PPT10.0_0 0P (  PX P C t    P S [t @   " H P 0޽h ? ̙3380___PPT10.0j0 @KT (  TX T C t    T S Xat @   " H T 0޽h ? ̙3380___PPT10.0i0 ;X (  XX X C t    X S ft @   " H X 0޽h ? ̙3380___PPT10.0k0 p \ (  \X \ C t    \ S Xlt @   " H \ 0޽h ? ̙3380___PPT10.0p0 ` (  `X ` C t    ` S qt @   " H ` 0޽h ? ̙3380___PPT10.00 `Ad (  dX d C t    d S Pwt @   " H d 0޽h ? ̙3380___PPT10. 0 PQh (  hX h C t    h S |t @   " H h 0޽h ? ̙3380___PPT10.A0 'l (  lX l C t    l S Pt @   " H l 0޽h ? ̙3380___PPT10.0 0;p (  pX p C t    p S ̇t @   " H p 0޽h ? ̙3380___PPT10.u0 Wt (  tX t C t    t S Ht @   " H t 0޽h ? ̙3380___PPT10.LD0 0^x (  xX x C t    x S ̒t @   " H x 0޽h ? ̙3380___PPT10..t0 0z| (  |X | C t    | S Ht @   " H | 0޽h ? ̙3380___PPT10..}0 d (  X  C t     S ĝt @   " H  0޽h ? ̙3380___PPT10.~0 ` (  X  C t     S @t @   " H  0޽h ? ̙3380___PPT10.0 + (  X  C t     S @t @   " H  0޽h ? ̙3380___PPT10.Ф0  g (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10.Ф0 n (  X  C t     S 8t @   " H  0޽h ? ̙3380___PPT10.0  q (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10._0 z (  X  C t     S 8t @   " H  0޽h ? ̙3380___PPT10.0  (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10.0 p (  X  C t     S 0t @   " H  0޽h ? ̙3380___PPT10.0 @ (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10.F0 P (  X  C t     S 0t @   " H  0޽h ? ̙3380___PPT10.0  (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10.(z0 @, (  X  C t     S (t @   " H  0޽h ? ̙3380___PPT10.(E0 [ (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10.((0  (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10.ra0  (  X  C t     S |t @   " H  0޽h ? ̙3380___PPT10.r@0  (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10.r)0  (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10.c0 ` (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10.d0  (  X  C t     S P t @   " H  0޽h ? ̙3380___PPT10.e0 y (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10.f0 @ (  X  C t     S lt @   " H  0޽h ? ̙3380___PPT10.*0 0 (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10.T+0  (  X  C t     S d!t @   " H  0޽h ? ̙3380___PPT10.b0 0 (  X  C t     S &t @   " H  0޽h ? ̙3380___PPT10.h0 ` (  X  C t     S d,t @   " H  0޽h ? ̙3380___PPT10.g0 К (  X  C t     S 1t @   " H  0޽h ? ̙3380___PPT10.pY0   (  X  C t     S \7t @   " H  0޽h ? ̙3380___PPT10.p;,0 p (  X  C t     S <t @   " H  0޽h ? ̙3380___PPT10.`-0  (  X  C t     S PBt @   " H  0޽h ? ̙3380___PPT10.`gF0  (  X  C t     S Gt @   " H  0޽h ? ̙3380___PPT10.`g[0  (  X  C t     S HMt @   " H  0޽h ? ̙3380___PPT10.`gH0  (  X  C t     S Rt @   " H  0޽h ? ̙3380___PPT10.`gI0 $ (  X  C t     S HXt @   " H  0޽h ? ̙3380___PPT10.`gJ0   (   X   C t      S ]t @   " H   0޽h ? ̙3380___PPT10.`gK0  (  X  C t     S @ct @   " H  0޽h ? ̙3380___PPT10.`gL0  (  X  C t     S ht @   " H  0޽h ? ̙3380___PPT10.`gw0  (  X  C t     S @nt @   " H  0޽h ? ̙3380___PPT10.`gx0 p (  X  C t     S st @   " H  0޽h ? ̙3380___PPT10.`gy0 `  (   X   C t      S 8yt @   " H   0޽h ? ̙3380___PPT10.`g90 P$ (  $X $ C t    $ S ~t @   " H $ 0޽h ? ̙3380___PPT10.`g:0 @( (  (X ( C t    ( S 8t @   " H ( 0޽h ? ̙3380___PPT10.`g;0 , (  ,X , C t    , S t @   " H , 0޽h ? ̙3380___PPT10.P<0 0 (  0X 0 C t    0 S 0t @   " H 0 0޽h ? ̙3380___PPT10.PQ0 4 (  4X 4 C t    4 S t @   " H 4 0޽h ? ̙3380___PPT10.PR0 `8 (  8X 8 C t    8 S 0t @   " H 8 0޽h ? ̙3380___PPT10.PS0 0< (  <X < C t    < S t @   " H < 0޽h ? ̙3380___PPT10.PT0  @ (  @X @ C t    @ S (t @   " H @ 0޽h ? ̙3380___PPT10.PU0 D (  DX D C t    D S t @   " H D 0޽h ? ̙3380___PPT10.P0 H (  HX H C t    H S (t @   " H H 0޽h ? ̙3380___PPT10.P 0 L (  LX L C t    L S t @   " H L 0޽h ? ̙3380___PPT10.P" 0  P (  PX P C t    P S  t @   " H P 0޽h ? ̙3380___PPT10.P" 0 PT (  TX T C t    T S t @   " H T 0޽h ? ̙3380___PPT10.@l.0 X (  XX X C t    X S  t @   " H X 0޽h ? ̙3380___PPT10.@N/0 \ (  \X \ C t    \ S t @   " H \ 0޽h ? ̙3380___PPT10.0 0 ` (  `X ` C t    ` S t @   " H ` 0޽h ? ̙3380___PPT10.0 0 d (  dX d C t    d S xt @   " H d 0޽h ? ̙3380___PPT10.00 h (  hX h C t    h S t @   " H h 0޽h ? ̙3380___PPT10.0 0 @l (  lX l C t    l S dt @   " H l 0޽h ? ̙3380___PPT10.0 0 @p (  pX p C t    p S t @   " H p 0޽h ? ̙3380___PPT10.0z0 t (  tX t C t    t S \t @   " H t 0޽h ? ̙3380___PPT10.0z0 @x (  xX x C t    x S t @   " H x 0޽h ? ̙3380___PPT10. 0 p| (  |X | C t    | S \t @   " H | 0޽h ? ̙3380___PPT10. 0  (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10. 0 `M (  X  C t     S dt @   " H  0޽h ? ̙3380___PPT10. "0  (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10. 50  (  X  C t     S d t @   " H  0޽h ? ̙3380___PPT10. 50 P (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10. 50  (  X  C t     S \t @   " H  0޽h ? ̙3380___PPT10.0  (  X  C t     S t @   " H  0޽h ? ̙3380___PPT10.0  (  X  C t     S \#t @   " H  0޽h ? ̙3380___PPT10.0 `; (  X  C t     S (t @   " H  0޽h ? ̙3380___PPT10. 0   (  X  C t     S T.t @   " H  0޽h ? ̙3380___PPT10.#0 j (  X  C t     S 3t @   " H  0޽h ? ̙3380___PPT10.0 ,(  ^  S t     c $T9t @   " H  0޽h ? ̙3380___PPT10.`g0 І,(  ^  S t     c $>t @   " H  0޽h ? ̙3380___PPT10.`g xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!=0ѺYg228L2ş!!$;#'\;H_h? XA3l&!P` YHV@6g 9<L%\ofrQ~q~Zէ*(\pȆg <@Y`Ē<n 3fbA3 $_݁E'62 X|p9ߡ+ʠ% f33223r1 5005i05W0032p32u202p15須E+!d2 Lm @b+Ԝ UV-D M8_h \ J%&~P^Q01v0eFOm0qM>xVAhA}3TC(%xX{J1n4MjYXAz,HPZ{!,O[^M9KR<dY\?J\`ϣzc胟mcR.#pEm7xa j$*c;3[8Tלw_ LN%a09/GT|3/s:F0 (`w+-GzHz#<B&Ũn K`F"nr.^Өn^ 1&\‚HE.ɵ HD |Wr1Wž_WFﭤoBMxL&Ҩ`9 t; c˾nev?kfw_ߍzllxVAhA}3TC(%xX{J1n4MjYXAz,HPZ{!,O[^M9KR<dY\?J\`ϣzc胟mcR.#pEm7xa j$*c;3[8Tלw_ LN%a09/GT|3/s:F0 (`w+-GzHz#<B&Ũn K`F"nr.^Өn^ 1&\‚HE.ɵ HD |Wr1Wž_WFﭤoBMxL&Ҩ`9 t; c˾nev?kfw_ߍzll x]KpWm9$&@oC8CG $^T^Mi,\5 T2q*d7S 9̣':rk۷O~^_.W{o}r+A !gogWW7׀oBooo |;|N]xx'xAC? ~ISπ{Im{//_ ~x<>k7)[c'`)8 9(8 >΁_O#3_ o[(; '{D u܌#~%Qvn@xczeBqlPH&ǃ6.oDXϪnF.~xL /6EC;^;[`AwE,_K:enbEڏrhSO?%/{rIeO~םW=dKŹ-}DkFl =:q6:33x7ߧF)_O~xA-qVVwEAsq?c8898EYQu"ã'ZbjupS `2\X :e)N.upS `n9l[np GabЅ0X͢:uSTa0t:UkXl ]NCSTa0t:UkXl ]NC^3ԴN *ϼtц3~ܤeXrZlZC 1BktNOxj}c ͥupĢ;ioήiB.Oc2jhnTd٩@N%z^j"-k%,Sf`gЩLjT= =A$ff(.,=zJ@RVU$eO N?JDU AEߕI,>4ߣMwZȈ {^K,I3mPJ@tuqi9[/̣N$T FXfmӂb''m,4>[Gmj+Aw{q`g{#4ϣMwZȎ }FTU+^iGPxlS:UkhOTuЎ֩T?#S ֩ZBгٹ#ZV[Lkgp wzGBep6UCg*WfR$VR,<4x$QNOHxtKT:Ujʬ"S j=B[sNr%iڹ5ԟShm/)ςhH#R͐mEt:z*~$mK絎aqt?uG1M14TOqd;9 i,)U:1aLB΋ :1/;ICTNq-ePO/]SBR"?U Q++㮧b:fG-jS>S*Ͼf4֩?ǶS?d? RC)¬&l#N Vv{+S-#S ֩ZC;~"FXSvDN%Xj aJN1:`5'bu*:UkXfgrOci}.ɩ*Vv)/$1FIo"h;ilmޕi\ߙ z5T% Bט}89:6NOMӷ:mT1h年H!4s]I)2M7aCՓקǩ$KiL!t6=,4R7o86ڜf.WYӵ2 00o ;h QilC>Ze䏞PIQc9^i64iʾÞ"Nn?)i$I؍8>ۉe"N˷QqN΅}Y'7qSy qb> :O:+i6RT>/`v=}3.h4sz:]y>2:reYkidmO)ՔIz{*Oe41 /Evq};1nW'i~4$e7>㜣:Q`!SY*+ @wc3̯p= HkXթBTJNæe>A`~u:xnv3ӡ'a \Oi~yDۦe>A`~EuJie.3%З[!i/NsԡPO2Nr4(DF6l:*ѩNDDRml6;cvvx{b~p@ `@P0p;Gw<xw={<x>|p#G'}ǀ'miV{<dTi' O.gKg >\ ><|| /Kser<|E |Jp|8 \ |-xY iw PǑ-`A+KjקG^ۼ57\7'(qY;A$kyszV=ZSss\ ƐjA3soPC^=B`94!W(fҾ8NsjɛmHdίѸ >ha}CsY0ےOCpN=Ygfq.͑F X(C_;WW}0iu77o |+|8|N]W׀~\ ~\~0׃O? ~~yp(e+W_-7j n~ >x x3CGN'O?oo_߀N ; Opo?{P\p8 \< Ƶç3*Q15lg=G>u{`3|#X g=G>u{`3|#X /njnel+p.;wI yunm˗-%@g4ƶo ~sdv'KN죘c{phznu@&h0dV@rj`^9lL4 E`mcmLNMbms8P۷>kҰMoQ @.2w~clࢺqĮ"R>Z\zzyE}SF7jhPDC9uYXɈFWoVboTr7nǤkΜ=wR4DL *ئRX/7}ΐ mV6nHG4 CXF2, Ѭ4Pљ9/-#~ҿp[I09'z{V( wK,+\  Q@MF+iEx[M xЃ864 /KV4@6{b4_p6:U(WI|6# dk\>Z.qӅj>dS%ߥB}^KUD@gXVEByl 3f?0->q^}7Yӳ%BCUUL6 =X|Г*:Fv8ã0R00WEye(ҔĮR)+r,vX g=G>u{`3|#X g=G>u{`3|#X g=G>u>WiZb[p<tCf*8^!Vpʗn@E;^! mkd10qJݒkgYkȰr\FmUv DKr:-ZKm(M[UMe*trg[FwT]8P5v+1YÆU;l\$ͣsO嵐7 4l: xɺ5YRwThCxy@cJ _QKz?Mtfy[F£]mM6 Wz(?S8L*6`›-V^4tߊ%ek_xAE[y>KL2qbDLW@R&%EYUWE߳ DXp(D0}ڷh L.x*za-[< {IʧĆ8N ޟ^Cʡ,II9 K7o±9!o^XZI^:dR"v}W+>FAՎ&ŏ(KTؓxltN۴x4K<5ț0D/1Zo$_ ^$|8ԊVh\̱(Aבb d{Ł:VH?XF3^CQ^8 vg{Pѫ8 Oyum]]{ 3ȥ{ $MBGruF6LkلzOπ=ml՟+j]݆⡘5luU0D k ZWHtiJeLLrLןrnC)P}3_%amBV6v7@`WMZW4,$f诼ro c':+iÚUJ׆_I*. X׶ a@/辘PeridCM7歳 6|WkmX7tW_gݷ*j^mUX45WUݛk(z`C)(񲆜i[367j(f  kb%9_ABka%Bx{;*dX,w⛺LWJ?!HⷶibC7BpD@;Hh4oUy NӃR؝ = L_l@uc̰*vyB(Ib1!@/ʆ ٭5I &2*jw^,L=)feu,0]חu_(}4꨹bPi닉xuj/~;P+۵YɅP@7wNm.!k~Yb͕B9Wt_wmdetztI+ CT}7].utɾ[nWnN~oiHU @/8l󪣆Do.Bݫg;Bxn/ wtJGO9Kw*z[uv/z-D(8z- c^F,zw@Xruo*V GJߺ,DlDlza^JwIߺx z<4VDPɢDG+oW Ux#sM8xJߖU,\(Rp-[&¯xUJ,]LbQgV`kǨk΢ MicEs,o oޮQ,z+:zJ2ax[=E| rw *y˳譃@[`;Ǵ m]+̢w ^m,zw΂,-zUZАym Xj ja ȅhwyâ/d$1:3kN JiƏeŗ  7X%`Z8NV|u ]\hu_pB"б-c˗-]  ؇عCfF1HE:(PI H?mܤrSp˴ؿtRO'&+~Oï$'rO뾷OS OǶa~OQO'&su3܁ .Ƿ)`Z^9\_V2gG?uɺ/T8&\pSN, #Kw {' XUC1ݐ Zn* `E,{B&?P5pg䀞|YwIn(A&1{E,m C`3|#X g=G>u{`3|DvH Zx] `\Y~v6qϤimz-hJJ$0n(҂a2`Pi2B8 r)`s X@-G|oh73\ş*}o|\}o{m(jQҵk=?${_zׁ3=HaA >1cǁ@Hno >| x+T6ig>|\y/_| R?Pe?#?N~,xO_$NU'?T{׀I? lsC~>_~18 ~ xRׂGׁG׃_ [ <~58 ~ xZm{uq'}iOx%]{;޷=o=þdYϾݜ %?| EIېow~;(aVZ ~:J`P7a_]Q;&_?،%^;hWZ{^q]ϯ\{+eڷ +?Ha}9=@x|_*W#߅#viBhE#O_~ oV9I;{yS? xaG |O? .g,ρK\Ep<ீ *  ũw  \w/^!^?^3+ ^7{pW } x5uG׃7ǀ>|DF&I[Oo>|x;LY>|BE/CcFxw}әS::f{s8$CSQ Q81q<1N`0  8c'pc0yaP',Y\:Ԛkn{sc#KWE % aZ~KGZޫ<R^"lI yvcf5/歝_;zhhﲹQJ;觺]jՈg :}d߫<9F#!O@7ARu/Ps ݘ yҗ܆7v'4 K?A6{l6TbqOTnW=j{#lmp\= *E]Z4cA.B5I/SHPD'?5O7'99my*%ۯ.Rt39·_GΙc3Z6uZN2垾*P*2Ԥ,tOu7ʀRVj֌:0!dg̰̃NdOxHM4{#A&%4i.)pP-zJ?`a DY ;f nsW@aNY5J=޶`aj6{d;&f71eLO++ V6h uSGM/S(/f_*ۓ~^)=b4 W^:(M a߆^RW>Phyzvc%҂,$yőzbT*z\䧄#q@Ҹ)+WdSr23>b] Pꑆys%(GmO5`=[Fila\vu|Tc|&׿+1{GHvA9Pܞn}+Kq:a9@Q"b8ښ3a5!WW|bJM%Dߠ/)NPƥKƌh$dh_t4;#܏?Fwcqy4(#G4&0&eK?na<"PQ6Uزd/_y{X9|q:q%P ;aPcs+@;bbW|r8 $bO3! ˕-4'1w}\K-z2y ݖ#dBj>P˱ql9TTܚ+/!ي=^/m#b.͘uC#- cC߀$((a#ڑtT!&B)q']zv܌ Yw#q^5c ZMv.yM]m'#| ϘIBtyZ84Q1 s=5]w󌼜,'WT{WQbA-dxV[iTg|@+.NHVPB9*v27m&idyTy$DwG"%bz#9JlmeoBtS 3rΕJχG">Hz$J)H i5"b;Py 4ZQzhz=OI=b-U*|bI*(~qE?@L%20I-?q`BYut: гR8E] Rh{ʱGS'@r&q@ѫN Ը^^1u;٬q^oiby"T25)Z^eb"8! 伌}xC7ֲ%8W ܠ3Ѳ)|4<)E+xsBޅf{֥w/O^[(^J䟤Q9322cjl h42Jj$r]Ɲ3xC}-U94@aU~7 tgUT-8702MRT}|ֶ})u؀;/JM't}x])Fxfqbh4rbUJ-nSO/tRP"ISLx~_9YqHvܟru|[&}P3f6OW/]/+n_iOHut -͍Mۗt#،a!"]H#T{&U# *<ŵkAI[^5a*lаb;Fz~F~[^lC?Ia" 兦+1O\TvqMS]w{:r|jyb\TAoH#<%Ϥlz6k N h O+/EļͭMX8Ͽ`ChegSclf7ۧV_ :B6cGQc|J-<]JDj֖ˉI94hw7Jytoif6ÿrMh<4TZ ڧ;yQPWPF.ӾC-ZfF>EQd)rChARY-LmB`RPF֡pؕ3oKr!~[|JM|i$[|hiٰޒcryN:Qf@Ddtxb 3bf-Z 9s1OBc=W]ttzc>cRfT:5v/Ot1uG*畄 ?y݊cr=X\eaЕ4mPnT;<%Hm6J~()gޠx|n/U{qոj(14 I PԫobpX)Tc6hnB,,_C&y,3b&GԸ!IyDTcB]AXCINǃĨz;!611xT؈mMQD(kuX }J^E," w׫b(ίjXGLV+@M"b4ՇWvѰɵ$ VD+"WX1Eh *ke-!30Qjy0bwXG*So,׺$dzbcօ8 Հ:hYDQQf+董Gg)+z4b1J[`+VN/V.3e.wTʲAAKyNP FNf?1'A MQrGw:ch[LȉLuZ?;żͭ͸Ţv9zɃ9sl:NZ.E$`AVϯbl'q X4:4VGK6N%`A]1\`aY'5Fhv1mo n!%<}Ju͟'}f&yRcf]NߥKЛƥ`D0 f#is kKʙ<8]X45}-ln|b0rkz0?q ['[yax='v{0 Sff)щ0@cqsCDࣴɩI>]@4n#* X5awhaQa4 qc֋f<`GX5"b2#_2De&1lhj%djEh;6_,"Q 8x0q<1Np,A0"CIx `W}WN Ĝ !ᾯ HB 8JX.w1ЪnPP*VTT=ʔv ۪.hWFho73/ofv~K_+^T9rsNegCC}x7㿽+߽ؗ9`įǒ!o_^[wnCZƵZc[eː;M;~+PЖנn|p|*2=[-?^d?s.i뺯tH9&ms6;omJUgo{`Qsw_v\^e;;9br^ م^qnZ1?rV6G;ɰ ]EM(1'OB> 퇾j@@>}~)A? tQ0c/B?} '#З@? ~Yh9נCCAǠ_~ eW_~ ~"> 7oAoC.{q?з? П@'SПB9_B5@΅@{hVW}7ߡU{@ @kr-YV={A@۠{C ?\<Ѓ CB. = z8t1УGC =z<Г'CO = z: RгgCρ =UC/v@/^z tt9tRJ*e! Ы]5еnz 4 zz F:MЛ@oA]nơwC7Cnn&m{A:hACC(1'OB>=$9!)&/̐+g{fH{hN:.9!  ! !e>H);ABH١B}Rv胄C$ ! !e>H);ABH١B}Rv胄K}^^]^Y]ys]A$䩓1_R<ċW&>t8P)'"Ӧ3?zP )>wΏo7iۣc ٕgX!^ 1t=J-Qpdqa鹦 7-}#idΟ +D+tǑ;AE"UҪdzBlEIF|zp}IVH$6\-ۦ "LdQM`gxCmNEMЃ&Ii:K. Bn,I*gagD!8XgٹxV%mQHwT56}Eq_6ԡ7GTŘ9:/~ҔǍgaԒףGzД2ʏH }y@:8@k۲PZ-Ο6qo.ViݟmnFBYP=)'@}zy'_S%P R?& sMdx!gp[wN+T%1A 12GEE]!0&B B6Kx^n KeɌ$wñ:k?5=c*T{Auggrq/MU{j~w_'9}*$HK6w]76ϥFo aŖVW0evr޽6ܜݨ<ˑ>bXS9,#-eHOk3ٳfo(9/kY?uLJImqH>y`6Gfsg(=eaȕ$:aQnrfSQՅG_~C\O [nj!ܳ[qzg}A0}dZ01)%!&AkX? ;y}iY `%u sjúo }׃KVrn Tw|Y7uǿuLJImļ6?r!{&T92u̚!#@+d̳\6﮺M{} A8=={V3qq`࣎=H$Cn,_=τ M ~إ'rϷTY$gʼ`D~>ӊYN#wϲ2gw%H<zO\>/߸9A571l3'z* ړI;x}{&AO.Gt1l M^w{grs7LeXrOωI@N!]4 K&fdO`T5= ڡ#)A/=ܺLU-FǠђ]FwOf'EJ {>Hrz\#0#pȰ|НYy&N<]ra*?!YH)AlNzϝ9?AhUۊzj$Oݱ&=>ˉp}{5:z! Z A>qzY?B{5ѷ*xGQ׭y47X^^ŵ,DOH:X2ܳg2YuegJyZ #KPGÆ<݋w1TF>2A7ǿSܗȶ2"N ;40;o!TQX>#&&'>5ӝ闰=crk[ZskLP2}6$ ABx'qW\XZi$A$8NfVkod:;I< {7jO,yz8q~B$OGM0IC$ ! !e>H);ABH١B}Rv胄C$ ! !e>H);ABH١B}Rv胄C$ ! !e>8ԟtAɊyX<<g!$}䶗xqA4][]\D !1-Y;7% +0M@*fa[,ݗ `eP9JG\u3<_6J}0]lzdg` 5><[eW0BLb9}0+Ňg, F:(L3!I|xn@LN>>ó F,)V|x|W }0 >8|m&'3.fZ+-JóϴvH:2ȍj[J%r5M3)DqNOG ^E􃡟^5MQSy/D&wJ + Ia~ <¼W l;㙣g25YTSe}k ;74O/Jz!6ٟI/"u</̫x{NB:֕ UY^S!&]| &8 דlWeEϾv> aX!>sɴМGGH ު ez>W~9 d1O =@9CQM6v::'>ҶdZYUe}kAYAt ?U~..,JSY;:߳K/gǧ5;,1Go6e Q aoy[Z\;A`y|?-D5AV<!14"lOT ܪ?E%+m/3ARr9(6Ay#d%QJ _N} 胄hhbshgShi#h )6:耄Ph`hIE !Vqɧ"9MˡϡL&HH hOPa )-yi9h J&HH¡*7&HHiΡh}&H6) !vO )9V[@>HHɱLժ۫ j3ʁ!EobOv{tl6\s/\<(&H@b7Vͩ%$qGNXaM0A\VZZٹ8!`;zH}d"uF" {To:y$6d}$cB?7M6X`MO|pLE)ޤnTWMLr,BHwG&&^IXal7\:Y O/gq,BHzʲ`}h"ǿ=54%2>HHzؓ| jG!-?H-GMɚ@VE$2;M#aYM" ҵ- !D';H˼h79sv&HKS=RHr c$F)-EpAb; BH١B}Rv胄C$ !9!> ,@x[}pT?oKL1` ]HB 08G I!& 5Q:SPZ+жU8JVmg*ZBsνo{/1ږV}{=޹_=rѡvx"X Mh]ꕀc| r47lShCrkÚ؇֟Z3E^Wύ΄;j'Gr {u? %}ik^Ѷ}ݪ+֖zy[{؜Uf/qKV75uLŎ?m-?g z$b) B Xwȱl@k$].Sm|5M+||/x4ϖwk]zE]a>w|>+g>t2`8&HZxlBh4FZBrY҅TGAW0lr-0,Vz11un>rrG >y/-pfSP!D8J8瘟tЕ6҉ck4ÄSr,dp m*F Yw"۠^P_ ޹-9*,x-G,/(Ί:d2 ruBuqޮ8x6wIq&/`}O:uo&O}9{i:0vL̓!-Idaƻltz#@=(Mڭ V5e9s刭PMә%n.65 ٲy 1LJmdNQqDO{=>r#B')xN_ӝ"mRkpv(E6&F<8Q=EI%Co?$9jR&ysD]&>>@ }uU<ʶ`gIKl痻}glnzUݯ͕Û68=b:(3 ɨe2-Dt(ҽT.Ʀh8ϘF+^MES'ʨww Ά`-@9*0^;u^ TS*~Jd T4BYdPtd{Zo%'O;&3rT?Ln|"5W0p^!y[!*`M#Tz FovõH&G7p(˨u14Jq)ɚ_a #׆3jnW"+, ͺ{,z/AG=^D'WrDVcRoa'ӭ%^,V*6B VkȮ{6Fٓٞ,dQzzzN=J H+l+2JQg=W?".Y1$[Iw絀ޞO1̽8{ (:XrKeʼn1>o~CWx.HD̓H[([qzI᪗Ӓ~š{]F}Zү滞}շ_IOjEfiXa{~+ǧ"}W40> |.gjׅ2uUxnPm_fGluM uD1c"EiY hdLd~Fu `<cfhXŲzd,_“IB7-O}t !EDZ)%#JBIJJRs$;a I43O9]#6n.?ĶY U (̠Qrf8YIROF$TVuU8[սV`zVuUwzc(~Ʀ ԫ9eHט_ɚlFЃ2e)NsAN`ޞj^ 6ogD!z÷ķQ!w5 ;T!'ɪPߡ1XLV}|wX={.00Ȫp3,.⻖x6|Gwvfdw$HA|GogNFV}|GķFC5TwϷķYߦk66 ̎4s&> ͂*^m-(me ;ZQ[~A|G ے|w]|[c~ q; *oޑc~ )gc~cA| ;|O~cA| ;|ߛ|ǂw\ewǷ~w*Ɵix2X(er'`E (T1 5L@Fπ4׼[D_ ƒ>%($c;<W"5rVfnC%ΐf2W!E + ҁg oQgpaPEC\/E W_(^7&N(UKJlmӊuyE;D%LB2[ 3_..R~qS|]ۚvj~^dvw !zB:RtMaтچ.֘:\|Eߞ8y:$Ħp$a^UlUaF ^%åVV],"$tpsڹUUVWc?X{Z:JP]A@uxVOHA3~?bL$O!J*H-jv[c wUez)DХI@uP!E#(t[Mv+ ÷{3yofVWkwA ry7 jڹ|>owh_&¥Ё_sد;&`@;VQ'5`غ<\/BٹcV|i)ae,$8+yu`? ~ נ}:)R|R\ŕO_Ԩwa|jϩ}+:*n5DT!</ j[ rM΍EL^L w\e~z rxSxl~]dSg56&ʹ0 JOv) JFpfvQnnscU5-*2UsT - ppAC2Uώ X3Oz{]" ˲a-tlbMgw;JLp: Z!i-~nܪ}RMZa)$F[ h:;53%.{0kےqt9: EVs e&* ;X;(oY+P*_-=Rzܹ%oW1eF. mADl;hGPH L#EaмB0`MJ3%GP$wP߁պZҫ/OJG?P4g{"xKl[Epv߳O6NOPуU$.%v8pp]0!w} Rn!U TP H!BE=$@\J00vS Hg3ٙ_ٗ^hP`} i},!7662)& 8IJUaKSRe/^^|sVMJC!E34hs{Ϋ~? l3t9d'aY^<L@+ Orzde - le{1 Z~`W Jg or`(N^Ov|+ '_!5 |jН_ـF,b9XtGad~ YIN#Y͝R^׭U`CNo( G`h=am=t/5ĺD31Ѯ`߁hgaEa%6VA>n|u^3a Čv@_Y3s0[HJbemc29yKlb24 RդmIvny=<&w˜4܍.3?cK;sr .>w-n nvKa//>?RM|Ȏ(3rAṔ[ۍiq^\ҁMlOy`Opr 99=cSpdDפThvXu qT?p6W]=f^ōTckNYx\=UIOyd X[DOC8Ɵ?6|:2B2kKD-_MyN̗0X2.Ŀ$Gj>&Cpb3}4`;Ը8HԽI_ҁa[)mT۔+dž~.`q]fG5XBQ{UG^FΨ%i++.s\s7bY~vdހOIj:᧺"OzgB`7eǮH͵"S8 ]9=g'ǃJi FbG\ 47y(]m:MYݐ$nOwfvg}؁֓yo t< s[-LOBA͔@j)쫦n"ŊlULm۱-FAJ0r\HNI}ɖK-&#$L2CS(+Kmw^&o>d5ëo>e6&Ğv[n\fJQrN%ʼn5I;5~VEУ\/pyr^_\5x QKzVNdI n>27WE5GAڹ xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!}0RәA2ş!!$;#'\;H_h?+ ?k?H}& i@c?^7Xg٠Q00-2qR i=K OU03Pvܑ x. %y @>grS!Q.` 2 v̶s" sAJfFFfF.Ff?fg`rCr\LmJIę@Xt edey#LmJ#B5PPʐ,3Oʈ*T(T Bw xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!}0RәlFXϐÐJȀ?a .CI Y$/> f 4Kȱd/ ehR ) 0L./O+Qع^c=KkaibIf~73|TH )q> (NTm <j f 4Kȱd/ e,B٣`dFH5N6`f.HC@73(8?DaS{ x. %y @>grS!).` 2 }]R` 1XTq1 5005i05W uZv035iRdWBRD`ɟ ,}WFT =Dǃ2gR6#7 xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!}0RәFXϐÐJȀ?a .CI Y$/> f 4Kȱd/ e,B٣`dFH5N6`f.HC@73(8?DaS{ x. %y @>grS!).` 2 }]ʏXɠb2#bj.``j`j.5@ H00`fjҤ ?X?(RYz;AeeFOm0:7\xVOHA3owm_dE-ԓ4Zqw]EZf:ص@S]RUKn~_jPcͼ7_>z^:l ;i& ފti8sZ:%'UB_a膾{Q?@TkJo3~/Z5e/іz7.<;p`sbv D ܯ2䑿,{&٥[c|%p}( F}/߾ 7k!Z:og_ cz<0 8 !a$hg8]WXH$KYf L +3u)nvX UxZSBg;qBKWfU/nJ;}4NO0'Z+9_z }ox \ZS.ϒ-)IygB66I?Q9Q#G|_[8%+’N=vNXο8R"w"=n/$<`{33!3e%ϼ~N3/2>֓Bw8PJ Wx𸁏4LYkȻ,fN3̿eYi&R> kN3l(WAUVe[O cWF Ĭon5GziNpjY5μS'+;Ճ}5#؏^dXhGt%L y)(׫YvLLr+SϘc4?B? ܞGxV]HTQs"PP|RA'Tz5WptdAP^{7L"B`{5z"~ f9C̞͝sf朙9ͺcOAAx)2X+O$8qLm#3W#yz>>'! *7k_B;Su7ۼi|)}0l8K'y`ؿ{!~ ͜;>@lz֔.Q!5/Q\F06R2W8 RUc L OXϬ}ʉI?W[[DSeV~D.hq_mSؐZe|;i*[PH8. $ͬFHp1ƯijeP:S #ajH=Ѝp[m]2g{~|, M.؎d Ah#TT2PL`=ԫЭn =Qoq]-8f>iW IuĽe^^zL_`IMTV?f;~Xͳ-Y7E揘x]x:dUQ r,BdwT lA8`HIŖb%33S;E9g GMj0J3IO 7^|n*0KZ[ rKhbR?3XMD4aeC .P6 (n  ?'BxK]`[jeH7zpFzp~{Y m+G9#>5c#@Zqd?ILEu~ܕNG=)>~^SxV=hSQ}դAcRãiC"HA#th-MwM$jJ׼*)ήnuN:B]:(ML<缛hT={ܿ{9y}`ޏhXB)SQ@Z͵6vS0ghou90=.$,*ͩ8Fs>ЯycW>\t繲>bs ӒN?oOyݨ?KP$iL?F99Akc|e =~uwLϹs*{{ tG(c( +^sXl\:Ox LJsI'QKB^\.ćRpنW]$g>I;}g==$Cy.G1(M HK\Hq.]vjG;D^m:Zb]yqc"Kצ*EJuYxޖ*[#:ex3Yȥ*39X<m<ؐ |Jрpks& J.]Ub}/Pm[I5Vz+sOQ H6*YxKVn&fVpG}WG Rzqy.@zlmHY!E7<z[١ :9ѪneExVkSAv_b?(ÃZE#ZMmԔ&/mR%JIVOF¦1d=2ʞ{ 'Vfv8wD^mhCqs:1.]+(Սb iƲL\G\:&GfO!7jYfޓ+Ǥ'O$Ea0$+|+JraQ{+xqguPږ*ė'^z,Dviz.zm:=> 쯩_fxVkSA$4bAZPRQ#Z&5hRz(Qoz IA^rPPE'ęy3c;ٝ[ܸ-t<2ePІ7Nk>Q ; mZ?GWrOZ K;ts~EL^_y}ݵ'ʢլ)g0t[^ C+?~mCEHams dw~ʌN>"O]@lkܹ&w/ϵkju4:LN)iR V؉J?Csb|~xc?އOىd)Ih5x?Vܟϸ8y%v=YUl>Yu7ʽ.<9?$թGl"ʽX%OB;8J<#O}cNkf]*{]~B ՆO, >*U x5V)Y,Zo^5A\5(cKSVBbe稟~K/bV QvIz3.zm:=o=i-j*~xWMlTU>ia~;ځg5R 4(?QJҐBӲpZ:h MM 7J $uQ7&0v…!wߛ{:)D399w>߁=*ahbIITZR+{!Mj{x7!(ѯ Cy &E?oP/tե^Z~37p )W/ 0Aqنɿ聢/+P$?W ZS&F/)B%lj- H2~V98Oxqqg(qcďfю910~|itl}7={e&/KL-O?d# _SA^\XJ\kR*tE3 ɀamr)d EO/sQ7O4P}n=-5^*gBn L F/Vd*W%=a, =U\b_<$g uL^͹z+-'bpF9tBI: G_dF Ka,aq͛5iMU~ۈ[􈬓U+>Hx0e(L[CCEZBe&BidDRR0E˗n!_~]ȗ|mB9SN?1_O5a?xخsؾ6]agsl@?OISτj'xm|rzƧCB]]Gݞkik9sȻ9ogM9s5S{Bw#Bg\R0Eޗw-yrA/e6N)ws̗HqcaoiKq?f7uHgx6g}ա'}yՔc-찟rƔWlcw+8#Z*椼a\w5<3U.a!#7NyvJ?Ϝa˃ݐxg<od=gAtm(1@8.j~퇏L&RxVKlEgwnl`"+# ĹDlllrlc!qɑraA) Ap#A`.D٥g3xF#ר]U?U׿xo`A ?YRh60[N.-C0j`1Z A,y5jS_ܼהcpma|ZˁͿ 34m?K\9Zgiݷ4nV E|hw[ b8ICy@F jMgxx?=j}%~j?IB];&Agُ> sꙚW?sc;>{~VVCpGD`&|BA2%Q&X?#(gJTe[G 9FD @A7s<ԑ`TO{أVy:LL^:8C` =I'zwn{AғiYEQN4sKJb{Xa9p)QPM8[ԿGŶj-S7zP!m'/ΦcxK-7emA<|Uȼ=dT.λG jyS)F'eOј޳m頖OYg_vS&Rhmc}l4$X kFص,V@Vac>S.6s&~]<§_t͞dfᓶaM<>Ǣ=.=^nOkyOƕ㵜^ɱ/5] !3< kZ ^S.^ɚu!Bxuq)eŏɰ} s${7MvXn#TjV-FC4An5fcLCHkI|IBBmXK}U">Y7shvr.3sܙsf.pw`z=-Ƙ,) Z^p}SFl=M;#P. BS0-I <\E9^SOԮ>¢R_So Ӥ0Ө]|h(S04~'s j'tҸCOP$[foxq3 Iۉ;@^1t93MC|n⛉o8Q{;Kvj?IB][&Ag%ُ>NfJ'*?=? xeTG}4Lv—q Y:QB\e2^Nrĥ*r@9r/ DA7=7wtP~0ʧ(.*Xǁ ce* SD[(Y\³޹nֺ5:G ST0kzh^Zı&ra晤W0-Կ[Ħj S7mtP!}}5-6%s,hªd@{& w$?)Ƌ/)O=}`l3G,0H!Ecvϲ&ci"9K9fG8a,\wU1«i*^0T'l5aMN3hz1GҽRB:0Rtφ㦧9m*fǾ&~Vb +w/4_KU.S*ΚU1e|įtj{éj7cw&?BG+hB8 Gr%ʷa@c߱+wt~/Jt^i7g!ٷ] y SH|l>C`ћZX0&9` / ڋ9 •L/]tk=LlgHI_1d;dtxIOAi U\bc0Ř(&VE1)"ūCIFr1Q=у0> -zPk3om-߳Wx>(7B\s|/?8,ez7EZ I_R(ss~N1isM_dtz QNybjѿ ^N?R;Zh.d m/~7%88p,Q @XPʧQXe.yXOF`/>D[wt+c߾pnnla;n g)Z +;K|`w2AEg isRpGgga}~tb673;o"dޗ)EJג[AtG5OT{ uX>fbV dJYc*SϲΈIeB&} v ) |>ϙ) P>}QZs}zR^'{ViT\dIe·ɏ#.#Pޝ@!ߤ2A| ax=e}\yBE=ch!}:>>ԟI$auU@=zsiUg^g 2:s?6-j4Qc8Qy Ϸ #Wp=~|Z8 j xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!]pvәlFXϐÐJȀ?a .CI Y$/> f 4Kȱd/ ehR ) 0L./O+Qع^c=KkaibIf~73|TH )q> (N߄6 5E#3#ЛLӪ)hWBRD`ɟ ,}WFT =Dǀ2gR6O4S .xZkl>wfvwvm&q BKW* y&4J FH6ڤ!E*ί)&(%mJ(-IK~ܙή-Jܙ~s{Ι9~珝&dҕL>LYCdW2gn*}\Á(C|#6r9\\/r^?/J7GZBk8ͥ|Se +p]Wm}P&ΓgSVJH?Pt]9ygchXG{,? H۾aZHE[ Ö^Yyֿ:[Ii7뤰"̘^{ɂ޾5>wO\6yÆiJvZkч~aguH)֡_ɰ Nw~?x&'ߴiq"I O'+H­A~ܷec|e{Zʹ͡ȥO|o+>o{>بjOSԆp >@ga Mh!YƵoV+~},abڡ=ʆ y4p,*&rlWZ@gGqu%u՝JW:խq':B~Zl1yJ KevՒTJbhr|}9#I<ۓKJ#BԆ),A\}BWW=a^WQ^{qλ!3qm31a++6}u u]~.ݔJHiHƏL>e~) gK-\iV.=ď%u8][+k1g2YS˦Gl D$U =bA~~'{}G~l6& t&/?U2nBYF5gᓢh, R[ }=]iMw+|&żjT$y>`y]*.R؃7|VyɛΜ:Ie+²o*U0>┺mosgDjms8;)婬;Mta{ۊjAٳ^dz"UB"`fXj td˘>KpR?DaO|$^9* ۼ&}}밥鰵_u1Xno? qXäE~qήu.EUUθ\psEGQd ZgwA.F@˟/6*ə>6Z'>)Ǥ 863ZZhvw6ۑ_G\6kPAmXEWmEo-ЁMIt0:܉w ە;T(qN,I/W927%;%%tkӈ2o%:Y)IxءmqWԈDZFkߛ:Ixoc8Ix^ҜSԈǙV=sD|xR#gSc8F~).Hwivfj1_髬seoPn a;ǥOnR(X.1I;ܣNZn{>LS0fX.E `v,Za&t]X+%rQJhpQ([$.eQEˁhE+hEoʖEe[QE@zh4@^h4梣P* 17:HX~3ҟGѴ?bir;P*8ŊT# {N]}Lڧ.ŵu<锩1ðga:kLԏhZ7FZgMzwky/Yҋs/#9q]4n?[q5IQ/bH7mwMc@鼸/9GcS_1-?J>yP#R,uɿ,eGxdKWYֲ" ݋d7[N{ pTc8Fc8fc8V pBN8 8'Dh pb93h}k} k^#H"F;0qguhI% !o!gpȹpc ;Q~Op_0=Rya&g67Q|K1OCVHX/: 3-ѩ{yTdSOSW߿gO=R;9| -ד~XI5v! V߽|Mu~s/({/f/q9u-+݆̈́KtRdd*uxW/ Md]1ӿTxKhTIz$l6֧I'l. Fof"}$0AB ~`a/dɮ{r!42,s/' 1@a%aa5a +j[@VmGͰS4_7:Qiϯ}>αSTr(mY{o[}kaߖT6}2`NrDeK@n}[|JI1ḄJ)d{͊˕Fw 5jf“D;t+fgi 44G?;nH]q,S c3$UM>C߻]?h xvYK^TOB䰓}(SC /84RĦc`[J`bt8F3@! X6b?#O&۾PNJsZ3.5L*[ !;~PO9iq%B>v -61C}TO$'a&IMEw-Yz/B~(NWlhŒ7qaCp\N?GM_+R߱WWtN9]}ϟ9(K(~#rw9F@?g;2t?zn=~]K!D~s-Pw$mm8r"n+~\S5m? )f8[QYU8YyO% xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!=TәFXϐÐJȀ?a .CI Y$/>f 4Kȱd/ e,B٣`dFH5N6`f.HCR@73(8?DaS{ ]8wd3KkaibIf~73|TH )q> ( BDĽ̌\B LM B͉ @`A!TufBE5)r]+C!C)C">yz+#TVrz"NPIQS e< xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!=TәFXϐÐJȀ?a .CI Y$/>f 4Kȱd/ e,B٣`d`Zd 9!#00sAzޗEi% ;Wګ`gp¹#1e]\ KK2|GϘB\Ld@혂CP" =mҁQ9IAٙ(̾ \LMY>+C!C)C">yz+#TVrz"NPLQS e~9o xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!=TәFXϐÐJȀ?a .CI Y$/>f 4Kȱd/ e,B٣`d`Zd 9!#00sAzޗEi% ;Wګ`gp¹#1e]\ KK2|GϘB\Ld@혂CPTNQɌ̌\BN Lm@l Ԥ4S f6;0!XgK<`=U*+C9=c'(T X;7 xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!m|tAFf V30d'2b`bDD`;PtGC  ?k?H}& i@c?^7XgAe>;Tl oLL$:`f.HCR@73(8?DaS{ ]8wd3KkaibIf~73|TH )p= (z~pqHH(Ԥ ktd`jb!%fYFdf~Fn0 2p!kj8ϟJF*Oj~.k0L'瘖<&He[͛o" -+^pBJEa!յuA f/O/PBz?t1EJ>q m3¯nýʲ`({"!JL*d$*; \4YڋByC6>\#|I8jjO1frŬpA;tW{h\ |iߨ",M )Fka4boz:m9+wOm(j76 xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!]pvәFXϐÐJȀ?a .CI Y$/> f 4Kȱd/ e,B٣`dFH5N6`f.HC@73(8?DaS{ x. %y @>grS!).` 2 }=Yb2#bjg`je`jfj.g`gdfd0d`dbjA52uWB5Bej)r0+C!C)C">yz+#TVrz"NPSAQS e= xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!]pvәFXϐÐJȀ?a .CI Y$/> f 4Kȱd/ e,B٣`dFH5N6`f.HC@73(8?DaS{ x. %y @>grS!).` 2 ?d0h,l: tPDL2BPZLePPʐ,3Oʈ*TTPl@C~&B=L xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!]pvәFXϐÐJȀ?a .CI Y$/> f 4Kȱd/ e,B٣`dFH5N6`f.HC@73(8?DaS{ x. %y @>grS!).` 2 7{2T{BLfU\L-;l@lf~FnFCA.&Q#h{%Ps6T"S222$KL`2Je`!'b=9j?P9>xVMHTQ>q7c& 4JۤF0 -13XML7.kg.jLj gS3s}mfTݟw9x^zn P )e&%Ng2c8Kas3,:=K7A8h a/j(2sxJ]L>C`iԔ0dZIάoOa@=``(j Pi+R?lA>j"%JsQ/Vc67Rl{\P O$ӯ-VT=O1:7E'FF]or:E#" _ߛ,De; |` 'LPU%f)SJRKUFGbՈ&j7yұZIysYrP>mָ'HLPdLz.Gg ƴE/D&ǘj&4/AinEn"e$LCoVC]VжPB4mG2:3A0MaLg3Ҿ+oXe98LTОQxL"exw6n*%V;铃t쁬|y8 *i~ڬ B@,8H1s^!q~ǝK~4;4 xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!]pvәA2ş!!$;#'\;H_h?+ ?k?H}& i@c?^7Xg٠Q00-2qR i=K OU03Pvܑ x. %y @>grS!Q.` 2 v̶RO!M%aɌ̌\B. @ S-SS5Ps a`jcVjb`I(^בQ 򙚢: r@\KwH ?X?(RYz;AeTʜH`(A~G xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!]pvәA2ş!!$;#'\;H_h?+ ?k?H}& i@c?^7Xg٠Q00-2qR i=K OU03Pvܑ x. %y @>grS!Q.` 2 v̶R/#MA t`fddfbjva`gdBlSt SPs LM:@*,N%j,PeSS4S!SPs6P.k)!XgK<`=U*+C9=c'JQS etFZxV=hAf\.*!X,#F(xH('m.1iBj F NPEDk ̆;E̛ܷ7y{vxӱ,Q 0MH3(Q ߨ 3̘w}a>=TP*ZTK^37RɷtRwxӽ⾌9nf6HƓv!S5˸ѵ"ggeӗ&=415gϾ7Ds럹9Բs !(;,[^glγG^8 I\^p*57uhJzHor>gJa6nWQ&[mp,gzVZbI(II*I)vN=E˜N<"ϴ0gtu닭Kʃ]j$#QXּ3;~ͭmеxga3LP1}iSLU&0ɮ,(s[Bʣ fհ{Qzø:<eXC9-=gT\tJu+;tzI>Ic3D\ xp^RЀ3ÿ lHbP  LPÄ!?$< FbW< ]P^b <* 1@ݐ.8p;̃@vLgaH%Nd ZOJ222$} <`8AyeDJX "'1vɂXH !8@d %cMz_Wp չ],AJT/xV=LSQ>>ZkË1XpQL@.iZcL&8fI]5QFjzy=K5 Ӝ{={~UkAo՜P +3]9CEzU1}`$q\m)ؑNy|Zh~;85LC!դԻ$8юqjXS W?ɏoMۏ%{){htj3r V6 p }aOq8$6gn~mSL %Φ2xx[7atc3TC^quc v; v.$ߎ90ISJcQKUfx&*:xJ/}Y M7rP>:&X\yG22c4u̗m;OYXŠec$eIdEae=/ ~@5D6`Γ>4 д[ %7>"~?^>@2].no}h;ĨjIi= |K5.fa7M4 |+Y„.k.'G9kT/4S y^lg..KS'jJG;6JU!\&`Z:.}Wx \YoM`iEx=-D 2c7~^-(S:jppD^OEܕ:ii)_X>P42pw xp^RЀ3ÿ lHbP  LPÄ!?$< FbW< ]P^b <* 1@ݐH|tAFf ^30d'2b`b-{'] J>C02\,ÓAdACڏ Fjl 2M}ܒ&s8 \B. @ %֍*~OZxV=hAf\.*!X,#F(xH('m.1iBj F NPEDk ̆;E̛ܷ7y{vxӱ,Q 0MH3(Q ߨ 3̘w}a>=TP*ZTK^37RɷtRwxӽ⾌9nf6HƓv!S5˸ѵ"ggeӗ&=415gϾ7Ds럹9Բs !(;,[^glγG^8 I\^p*57uhJzHor>gJa6nWQ&[mp,gzVZbI(II*I)vN=E˜N<"ϴ0gtu닭Kʃ]j$#QXּ3;~ͭmеxga3LP1}iSLU&0ɮ,(s[Bʣ fհ{Qzø:<eXC9-=gT\tJu+;tzI>Ic3D\xX]h\E>3ݻk&5Fih }M"i&}-6a77?-ED>hT%¶$*b$ACSw7̜3sfw.7 Y4Ẍ́4Kf2Ӝ١V t uI1/FiC_:.~ Fdv*/Aw)\9nzpi;Wz*lr h^6dgگ.ЏS0*O9PIuAO`QirS,r r)rr9+*ՠִhOBGލ܀ y/>m,EnA~ vrIL][&g~p'3 >npן&wSw3>5pQ h; w2b;Ky`9\,"+^I sSSYju[+G `Njd=uX9Nف&Ey&'bUc%B~9OO1>"T}3&]~S=\蹩<òa q0=ԧѹn{ F>;kߦدL鉿Ւ=^{YBIV67_wC3egh*%Τe +;yn6ek;)~.B_.  ΀N}iW|.$ ďץ'+ ;J^hF.#;v[_ X_sJ㤸h\C l@ZJnFU1)ƥO~1gیyikbu.O#MA|1'_j jF=߼y?{ഇ_'<ڠA WdD=/Pux67/X, w@az3m~ezm %jqܟLDF|-cًپMDG}Z[ב`L0Uƀ\nĭ:j&"M"w5ӞimԷCnEыNTB)l=|Nw@![oxVMHTQ>>ǟQsLZ<\f $PicBԌΟ3OhqAQQa" ef$Zk.r:.#9㴨<}{Ϲ]eR1`=QI2&Y KH$Lqb)\ choyަz OtpcMo~W'uW/|i]h0 l&8KO 1ޜ>@l֤N<}7z5/Ѻ`1r "!#@q@`'gZ zލ\۽o%f\[&լF>Dgh,#{o-"Nи3 EjY⁖oDއ h +Akt\b*D\$aV+$mIRn+qWQ4V`}UV.rouG:e\U>놟⧬sne's'Q쑝h11 v~U1sQȌE)6gO?j+ly5m y}o4q`!ݧ.=_IaMvoak2\xsCa8KQ?7+MtXIGcǚ/t|`9'@zq_k~A<6 טzh) 0;xVAOQRJAQBՋ܏!J'M/EАf+:=?^{(Vj4cˇ#a0IŻwd:w@vgI&T&O'pc*Vjڲ_8&.ZƎtGrXz o7Yu~}oskلprq[y bGB\&O"_NRA2!MѼ4Q HI4/@L| b)LhFHCX;E.vp05T?[8sxVMhTW>ܙļIO"@A )UL Ÿ ;I&:glBR nB.;-F)t]d.h&9xLBmrwy=lau9eH -^T*teU)0n{v*=%pƨ? RZq?Y4yvr_zӐIgP@s15o!\9X[i1Y~~m,ƽW_C jIjRkY8zH;ԶjMyDk|٢j~49&{_]$zsR0&偮7kaWB_x{,r%ģQ&S*gJl\xF!@fTtKl R75AOeHL MIL3T*g%+CsC4T밌_if}o.:gߣTP]T/mdV+͸dQ{Ϣ/eԿM>|sR7-+_t_ %EJ*GΡ؞$ˤ0& ?nbFƝ>qQ޷ǟl"صօ#x1 Pb/ߒtA< h%4) }+6 Olm+><;a~K1{ŃLfpO 0j&Q̨ԯHeBzRi-9; ̶>j]Y4l_/ʷh:gχ 38EW]Ϗ˟ػ3gcbGDt˨l{ŏ/aQxBP-_4D3884S*U50xs|N3ۢ+/wNMґq\`V 05xWMl[E}NgDZhipPD8SvӸDd%!H\8#*{ 8TG=PhOH ?o@beogvgvwfv.^ހ2zAG PWmOdKO}"@S}a/ B`lH-9?m?U°ݚ,dU6Ms=kS4D?Fajk ϡJsQfzPӪ:7uk@y#둃  Ai3hEnCnG"߃|/};GvPCȻw#w"w!wv;k|Dt-c0q'NslF z?v7 | 2kZ.L`o3nYHy U>WC(N zzIDi;.@bnUS[4dq^<<}Ke:ŽDD55Zw/42>? ʩ WԪ*6'Z 8 qyRX2X)REׁ|lV1Uk=T5]7l:e\9ʦ7o{|0" %W7_|k= ȕfS^"a3)o.[T:9JN9t<|)#km -[76_WmS~.M^9 zGjyfZxE)'NLϵ3g8xHB_zǿ^qF-|%n_"ɈW6Ⱦ^{Ƿ=3/l9Ɩ9jb"Ϭc:+mE+"ѳJ`]yԭqŋ"z4^h⁈WUDSASD%rɋ7^|!տ4/  /A J;F's4̗3g\SsC!f6sKa:Idv x+3g!2н? 6,dsp!F`; `GLp\Tךߵ;$tl7p_a(E@b PO< Bug]&u"i-ۦ;<\x\ tTyC+$VX1yA!Fo TZqX ڍh$6n n8!qN8E<:NRiNs/{pRKO p{gf>g.px6xPGP+x\[PUA:BdQrQPQ&((E(Q F$(#QFF A)A26Qƣ܁2e#[;@ ڰ.Aϻ䮠c0c|2xUGN ]OY+# ,OO !'b>^/DA}=CroDè}S^&WTљp}uxcB}>Wl>+"wn\w{Cs/?{؂Ȏ)q@¦𮶲Yoy/_I-]cy28nY()6?p\ Hu,sWwGcS ݲܖ@ baQH#  &qSbbo<+; 3%7!.x{pNwI ;R 7=q:v7 ۳\voǁpT7.qeC_3rŭmjhhBqd*!ե26k.K[8DkÜSol5  'k9?Fه/,g9>,滄 p)i4DD8Yn G1`S$!7bj a㞦pVvc43܂=I(Xep%f`e- 7;%S،>:G7[jƖ]=qqħfmx?3CE^h 4e뿼>9 *zpdd['ja@~a_ Jx5h(—By4QUCSXR;yhW0̩o),_i´[1r=}u?<ynqI'mP8mkhGw`c.GgF@xsg u[ oz_3% #8! ʼn!@=@|'~6u>Di0o2>;sw;*]I4p(^pYrs31a 'q;S|{(9-r.b),kJ9? &jǹiﱮ-"/;RuHWuS鏱im|>ZׁemMZNm&O j, >lX99+<\?J|F}^vOcrC΄wvAyn7y>_~-HF"Lq)=^t'C-rruW-3S=Ωr.UXk=.@#O}gҪ@DqK()頴]W%씴h5[Q(gq=MLm (8FA1W,79'~NسcåHHty]ar0xS P/(%܇c 8e6R K=4ðQ]j]ժ'V?$ \rn66 *-x5.`\.xQFpF؃0%ItGlbBA"}pis^ve5$# RCRQ"]@~؈i@ TxBV01ELVHO/H2_TWH$O^T!dc ׾B"#I8h_\!dNÿB"@ bqvqlQȈ{Cjغj;8bq:63ks ^H#?bs61 9+x&p^= $fsߤ]ptp.2>W;,]J;"0JÐsdd9^8@sхڠ((Y4ba" ̰0s%綰S:'Aļi4z}ix Xc9ix0˵s]O*{J}E -{-4q,O1P9.q)΢9nqKN9(Nb~*Wq'p8Y*?8>ǧ8l3!$'ي-9[ Brr89*?RWWl ˜\U {cNc&ő+N`o1{g%PU5T̿7XpO5tsMǾ$k36[Vv^ڇ9*ݣx>+q0p?6p p}'Dv7(.5*}/XOQ׷)%6l nO/\j'jh{&2}֚К~'οcXӿTvVkO ~9T5}4Sg?7jL !eY+j>]}jj>5FZsh5FXsXHk ba!]94ҫ5BS8)NN ǟprS8)N^ '?XrA04Ɠe T8⎢DW-;}}90[fO{ȯ].H5,8 j,ĿCy,W xϞ?RZ;gϗpt%f>ƫ矽O= Zjy3gp ]6@ͯ$*T::Eatbp7bJL-F)[wbtNWs)n>DŽNb%zq.LǕP 1m?dϕ|Y&;uos6*5،x$k9BW)v4VeaU6X؝vZX 0W_l`S:m뀂hnefwa:\v =(J鷺Vz&W&R u:#qh:S6tU΅ͰD~6An: c1m_=[n:쫘,&Mn:טXLta~&PłecYjmB^nVD ςec%pD~|b ecYcXXLt|UoVUaNvqbd`9%r6\:GY+K~vD,YL./u b%;i'WjWYWYOnyOHqQ͊}uxЙ^҄9I9s9s9s9s9s9s=4dowY2oJ:"j,,jaQ {cvN[i 봰N la-l0a¦[ [caQ Z#cvXXz@,LAa%kְS=+m&]cMUYLzzké9@>Cl0{WCtg'j(PiC+|jƓ /Oi_]{]ՋWz\;}9G3 J}9%N {"!%_p!&|Ů3f\E͂ylc0[eeep};6ò>v{sjufG;6\϶_gp zbOz/= _tհ}Wb /]_6 ;hog~f}\ <O/m^_z?B{lwqnwmכաݥ݂^O}h}e>>}÷/X}-GYS~F<@?[٧7A+;l?[繕o|6vKĺܟ%hݿޅ_$ۡ,˱Eo]3M;uw7Ѯ*-0N{nq B-lʴp[C-xOxW$\ܰ[v닍V93AoTV5k`v(5@O_Lke}Ukcߗ/ww'1[ծ}]vOO"֒P^T~ TM}b*=/ Md%}[n"}f3l-Dn} d?H1ʈF""}7bz:ӹ8 lTYΛn1rUQ'_:ڥg/7%QdP: ~9V.Y*=/ fb U0  !2 }*  ,J T !Zvbx= `Ų=>HB!pnW $ g"#Oy>)F)*(**xFEPSDDAffgwwf6Nc9革T>d+ vr*85i&ф \U_r*+]i$) #s:\ ~S RoHMB_l鐾s'*B2&SMM&hc/N%/h$J/ DBm2M uJ D~ !FB^>o;7!HKÉ$#dC>OP&R @@}d 4 JHh  * 6mgNmFd/ CgLW|>C"TچZqMc+gmҳъfVq4-& y?9N7 eXrkq꒏&OT_D>>z8ᆫn=.  ^:w=o{}孅N]EnshPވQ^ycF^}[:~e~!*^㎾{mkwo++/|ͫcKSњW|9sK^PgB~hwS\?fs׿,iϴnӺEИ/ۓ؊ek^$`C+YJVd%+YJV%(`nX &7;-6 p({6 >6< `3x`+6GOx)vxYxE/ <:7`o  p=G#|)g85 |?o8 =)Np'W\YCV 8$\y~FB/X ZY(vߚ#'Q} pmS%=:I O,;4Ppd%9Cs:\Y@W:\T^W{"8S)me l K{}Ҡ4RG0q4\UZh{/h $IҐ Š:湮/rRp{kzEz! DJY45dBEڧ@)J'+60BC𻇐 NY"V+D:5KUi rjl9+S_%OSO:t"NNb4:%Ju tH N"-B+C+X|g>l$ Ytqh8!<]\moͻfu_5f|pI=LK!b288jJ(qt}d"KI!CĚ=쫩=띥A-+R\!1@k Wh6'&BsӒn:!Xe8YN4l#uRG}J%Bk9S#ǑЦ$~xEL)dEQ"~!P5R(K%A1 i*x<Y#?ÀR'Q[L(Au !ɡxsP9)dT&r"xp2HzJpdmRE eBI_A'r@sϜ\4j9 s&jk'[O& _dϓm'́'|l'> O~yϓ':'xLydCxk"z>OvlO y2NnxryDϓ},>tGLlG~bk_':ЊU/5&U_0to!b_V4&.,YkW"܂' yV~nUCoKG:Izy e 8j}pm(ooc zJPg6SHa|(P$ %ԡTy'f6HE*b*r-Yy.~R# Lw!֩ֆ AIt"n1I>S mooE#QtD@SlOxN* *&}NbO:s!e37H"R=ٖb-$ z kb L|>xq_䰾+/?1\+Ζrx, q2Q_hx/yz+7s"I^RT D?ؒ2L5'O"c`]%xN(B-jpKW)f3y-Zۡ;H~: &D)w4P/#URDy %-i8Oei){)C ^(rmDZb&r`ѭhea+fAM#ТB%HV V V j % "^I {wϺ=w&^)fuzw\ֽ2LjYn{V;{\;u&mƺ+BcDzF)9κW81[ʄBֽ؉/?״Q{&aosDDUh2`OяuoI08X4qL[ֳx0ih',z(dʫsȑm>r2%ǁ Y~ڠX+p=psD.=Wnq4ՆW_Vv . )*b|Lz-xXD,u]Q3sUU}CR8;V+ؓ94MhWn̢y}qXEXwo[XMƅ3&'>tENOuoIıְ iӺND3`}Е]#{o/ֽAsh2"75.wUE6| QvM;^¼UQݮqmٝQGghR/#ɺנɌw%.aw[=mJj}XpCX46nϟG69, ؼau۴;bT͢H ϒ,9M}OEu^{x9?+^rqYou竗̥x<ثeI|ҫ{u*:G3u҄n/1aPtn .;g%6 ؁E_ϣ.`qoᬋ~>7=o&w|Zu#x4ۭ>LkI?^yc?SK[X>̫˳ɏ?хUކ?&8uSJ<̔!7F4Wʞĺ6tef~ۮE oos~Bbh+>d~ꇍxu{]>dm5ebmҢ1O&Mm+﹞;˚mV]b؄bdn$wŹ>3E/tU^W},t d}ehr{; +Ixc{^ycy<X4ntދ{}rknvˠO:ÕqMt^miQq-^Т/qKjsXx{}I|̕ν{;Foc#!=b-3uSy!4/gga -۬ 6<1.땵tFXCV],^:ۯ)WWN yqWmM>U/\LhcބAwe$0wUOfv4 /z/\tG]WҚ7 Tvo`s_v#}Y2" owixc) >~+?ٶwnc[xۏεUv+f`ʳ&3f!#ڝJMj[\Rnӝ>nssk:}▭YvMO+n뷳Fp,qv?i^w;=̘FiWgtGww 'ֽ;vp&L}X27Ec~[mf9]yw]ymfnY˻_ՠCU0:xQ}Ma5,cfP^ϼ/24eS֭עi߳J׎^ok!y\adG*ʢӠ1IOe;s_ZQvE,d{N4]«cb#"mY'Lg_}niPч^B؇K.n:>y\=κkDqU2x0g፾MS׳=4WSx斌Mz}Eslbʂo~3?8WiO=#$8I0qĥs Y6)ĺK׏ui<Ķ8ֽSG q;,W:78ǃWnX4oʫg0^y_6ɐW.6;& q+q5Ԑ[vJ?i'>^ڵ'c'>`g,`yL]#rκ "zDތN1aԈJ'#xz#yԊGFɢ[b;m &eE19<|2U[ rwﵱ𞸺M;2mkM/9<9`gW8)>ǻ[彳~F9`~exs9ڛu~t] cG^a&)~SMz-OirR[Tt|^^{/G;u6V<:6N*׾C֍5Zh+Y4[uNIפ!^OMX? SZttf3y7^4=ȺW9o"oa땉<9{gkYx'p!pi>vι{oɕ7嗾yfM皖Tџu1׹օ)1?i5{eaڇV' O^> ТCc}ǤTxy;=םq'/͍7xaɯúwKf|Esymd+wkqN S_чUE}>՗LKᮧK΢a|tu?~f;9#/9֞ujssq?M8îX2o}m#׳u ~~FOdьp+ovlx=kWr2YSc#!G:vwdF&g"v^:=iMbEN`ȯ,98g3HżOg^:%{(kxg7@al%<`\5c:6wfܮ缓%]s/W4g~8dہ7}0u<<ެ <51+U=4id~xuK|;]f.)x^(%~hM>7!iSʵ/ .Wfw/); xs)wOZ81a2b}fs]eyxar8J://}|J'?FKHNxuKO^ɢ٭uGC;0\uV ӄbQҊ%+m:ͺ6f7z ?J4+V8.ݯjޫJ޻|%O 3>MHԪs1/ "¹`n&;:Pu*r@aM4JaCn$ ;F) v'n(i u}I0<+(ndfO 1E1E+bbd$U$(DH0u Vžds"!_\ Y-f1 C 2&=oPF2#d=$(y%'ACj;J_MD~x)OB~O]ĭ-me<iKng̳y6X´˘`H S0{f0 3H_+_S#Ց:R ֭mhe4`0]raѾ1CSDi=MĜs|{~kJհKs ;;+HO[ҖRTlӭ5 +56Ў5[-dZ3 ΣsbuxPx[[U)npF;Bˉ#i8trD#ȑGBieʛˑ7yppG8q7`ݶQuHo.r\ 6@=xg$D 2B!dBȤ!Raf+f. cJ "|EG*䢑I#errb0 (o11I&|(?$Z1^d+b@"V&C6\b0_ âVp nI畎8ѨNr^RnzA!z\CCĐ* uH" SH">$f됸æU;lIO:xa!GG )UR&)8pƈ^?KJI&| IeʄUqAOJll<l(V ?"~>J|S@#Zq iHUN)R={.\Y*ъ;% hdh`S"O%zm B0hfxf04ň$}ړj??6GD@"[#@"D4?QM=Mg c:׻^5skF`ύ] =7z.C.REāOV4XΘI9$\Ɔ͗e|k/ `zS8x;CL7P#?j!Tk0niu*y#L7d}Bb}XiHMD %,1sR{y5<j@gH*ޔs|Q o^P)A ε6bD(U&Qrt1MCɨ..Q; qկC+YW%A.1-uTfsꏑ1ꏑWKScbV-:Bb}yr:DdRHmO)Jݨ[EoAǰyO'{0$Èy0ӌx-FV5,6|b|?ޏ0ZG1%ޏ l)`3ق5femd_d OIX*U>kĞ!\7N<:;*W\:sL%L%>kq>qיSY9d|ֈיTCY#_g&̞̞D_gޢz7lAK4o:}{:)-|C/4J}]Q|9rC1E@Sy8 D~w<ϕh!ɋ~K1؇7_ėu/_X]5"e-h@[5Pja@[65Ā^C ~z aG %7/M7o(Q\JJ,n[7uۢġ %AmPm`ݶP<+;(0WtZŗ㌙?DIf#eT.r&"{"k9`f 0QGT6ꔋY`Vb0t1wQE,MP0KǦ4A ̮`fz'VA k2u\L]=v{nv{.ݞ[[=%,ZhAzH|z萼hȒJ((Q|v5Y3gI~ : 6MMT!gfh_5M~u~\3g͜%h}T_>'z7MkU}rkCi7k7>k*pgI)Bt%q: gygBAj0iʶM" GD@4h9:$rtI@0."̕xX뎇KW=#h ǘ bWPiAu35!k4s-4۪f6jo-4f*]Q-4f_'o91UugQ~6o91ǫ"d<|YHHUr@cnQ07c15PY[* U-lT)SY :5,An܍b7|P+>SQچϓhj tgMr쩃Zu%L]qi^ou2uťi{*%K\%aDcŅyʝ9v [,bWo,r}[p1'NZJPVi]`YoҐrG$rG݄= 'N^m]eۑn7 Tf03|2G f*3@fXaafث2^da 3fzoū`챋^|"|^aG4GTk%VoZUIVb-_p %8׊s];Hؓ.AGVI/g%[qO+л"8vRVfid7$M"El塅N-?3"@@O&aVIwƏՉZ5Ïjsr#0&Wt@`%PR.s%񻤁2|:yGCJIc$\B-Ӯ~w;~wc au05vlv2P{9X+ [^,N OjW'%JJǻWZE5vϒhhy_2yꦜW&N%~, ~\; Ĺs"Y*.P ΝƗx6 bY6@fmՙ @EZkœOpI|!.j1ڥb4J.^-@NxR9c oMb +%MP\ ~p\t\#Fzkĥa"-&qa"FܶkTM? ޷N";"}/!pLJ:=^h'a0-Ey(BEQ"hp ByxRD͞$#nd"ȱ)}R=C%"E(w6W:=T8-#? ~B?@CЏ?PBgi}FdM1;.w <:R`cYz`ёUUXtc 14 7ig;FGZ`UF#ƫ^o4:RJ)F#IR0$$ё :wimaZÄ6˥aBń6˭ mKÄ6mKY1CsY凹.o^. ޼܈&y0˥a›޼z0mK536Hqty9"Ҋ+qIƕ%Zh&Py2Ux,Cl2V#dFQ_W"3׽"q˜ (<{GEb['T'pnUxvbU,2Yo1nmUE{ GEsTܷrgWĮip 4|Bb:F R/.ЁKLqqq2KuG"h46$ڌFh3M"h46$ڌF0 tsmu`"5,hg- zU&8k1Xz񫈱<&V0ȥabzXE0mU?J5D=KT[ͷY1s/Gf3h%zkuB*9lh0oBg w [TH)JsBmU ~`NX*G$ջ9S<y4}BۅE7 K.$.󻐸ۅ%.$.B5׸ފ5Nz38L1vbؙ}m*VC\B4Av6.E:HWz5N%ੁ3椒\"]$E&DiDs8Oj(V 9<ǒhbl]/Ǡ>?Z#Ey{~E4oWغ8r׫Hxh!N RSƼϟQM`ψ&ϹB%b/qJ }y>xބI0iڏR PPqzc?&C/C2me6ik=I8sP#߁MY ?m[o}lAʠY"-[A}\hL=n#L=n=L=. bb[bKÄQj j`ìK%΢ rd6R63D7vY0)WectNx-w炍26 ;l0|G_1F:|Tl~ik>#M/i(_ a$p:f7qs JH=XYWE0c}D]VbF!lĭF!lĭF *:aH% *nM_-O  Rο8q4H:BpHʤ) cE+x @7y 랆qxԆq~ ozBgG kvqk{x-mʕ* ``#_ vRa_yvl``_ l|©W 'Wd+(2XDy_^{k0FB>{l`ۻmh_z>ژX?X|ĬJW>$óJ A+.͒2`Y Y&);NiuT'+`J QToZhRmϝWgDqFtިq4:Fm<;o3+<3+2~pu8&'b|H4[$hgg P &ǃ$AH8%? A@9h~ Y܋L6de`+.n 7ݐ%ށ%hZe!MqX ITw$nx 9QW!q:QӐjMfV%Ɓ/ړ&ri+ўd"DCQƥa"D-&Bqa"DeܶAGט5^ï|d-d=EU"X=ރ$㏞X)2UkG.[Rےڵ4׉R(f|zSWi T>]|Oy,QMubyۭn݆N]i||çjUO Sc^V7=C֎ a'({TѲgH9^b_[],V]՟.V/v1Xk~}<+,W˨DrgԪEZbk(dEJ۪㙗sPH-]@e̹eUpr =/BUn* !TN;CL7Uj=RP  a(niUfFu:tC֫"k=QXOǓ_7>:4FQ^Anmu Aw W2X&˄bP\&k_m``K |19k *Cހ yTl÷8y;bWWo?2md:>·2^eo?Rdɪ(FC^ϧC酔VD% +WK1_H'D@$:Ֆ&Щ4NIt-M"SmijK0|mM !1کm8~wD5ղm[m˶m)A|Lxܖ B[ZP | {w x)Sv$.s[Zl2 O @`}A/gm~ Oت6ZuX5>!C  d e 晁9 v[۰h6ZDMP [#~c֊qR+xxH2'G|6L>eiu^f}Vc'd_Tܬˑ%ڪ1ObI+{-?oKx9[I<$s9{}NZl!˰ˠ-.xX45cX"d4d.NhaQb|χ ~ ԤT,MO6ij%@6ۈ4ۈ4ۈ4ۈ4ۈ4ۈ4ۈ 9j76Yt/GСp1=#۞ؑ @%QH;>&; =Lt1rC&qx+|Lx+|L"c*VʵooVdL%JF8k`ȱIpCM:U6nhqC%ax?2KYQ(yRpǬ UU.WY{A_RǬ]H4+* }O;VJǘODӢ2ݢ:lzH4~.*M/]NjJ70ED7$`S&aM\S0p| ToGo#ģUIQ~'7# .GݠZR5!UI&䌁Ѐ})"iztbIP;ys 4S{)=6ֱ:y02]YaP3Iw Tܳ3d<<4AB4;. <&G08ʥaqzp08m1Qk狥sT=Gw,+ce3c~Fd b|Pqg\bf6:@4gfhŴ vweȴe+.ZLR}FHVYvNlT+%M oI,gk@iJ@{o><TwcS+Sc$0,wf"0 $=қkH{~kJհKs }`bACy ?IܴeT.C64ti 4]F`.M#AؠK0>M3Y ahd m#CH̞S3N$($: ;9$N H$\  vWDBӐujYś&5\!p YX%Q20V!10N$+$Db醜8QHkM&SBu0)Z\֊e"m뉘07#?m~z ]Q]cq (\x6L.-t \-"o547}"/-&yk&ym1Q<<(2d V!b3qP˄A5yǰÅ̠y156Js|56gΛy1#/h_ shW ݙq4'}҅p4#}̅U k;ʝc:a l `.[#ʝOlIM g'j#'{-~\dW:鱵R$6W&JݷJ"X+u1~WXg;C~kpҺ K|:ay>&}X-!ؼ ~ e=n[&Y'Lm)نd[yTYvzܶd,Y>`نhX6۬"m qć=t-@C YtKVW7re,C~,Ctf$TD >_,WnR&d̛ Rٱc+L2{Yoaz*Cg؟%^B6{ɰA\\9=A,ѹ;'(#,P<@p-.If8 GQkV&ϒ nk9ǹrѵnZάL) DbpY oVeH/<6xY!/5@e(S elmH\1oy^,f2F9Kvu pg&\j\.5Yn.59n.5n5\jm45&a\o(1_"Q|$>GЫh]$QڅY Komըm:X1.1;ŠCQŠ]#tr.E$s !SI?xjtI%.2EƻHLp>4U1L OބDjWU;bj MMϿ7"цbή(#Q^2X4ξv v\L#fB3{")A3nA@,N APDG$:zUY׋ E8` ԩh3MQ4u6C[8"<6`ψ U@u)r_UE7X; Ÿ"9N~N|$3W:u: eYC&C~(2jau>ሀDݬhTrB&%ԨXL*bjԔ8̔8 3%O@oՀaE5$øQ`}t(0׾ģpZY@+x c `MTuӖ Ho*U~d1JyB2pt .zͬIJY .zfփ)ΡhPs&ŷHDh=&zM"y5M"y5M"y5M"y5MփM;1frʸ0Pƥa¡ezp(0PmKMSVdr+2\fXfi:B7>q+UNDN4sYIXraNSP#d\\WYa6IUNڎ0'e }6*١F9Igrʑ sR7Ue*{(=}[pSb*]D̋6Ro TrA 4k|fIbV $C^Z QOJ7%h/`Vs voɪ9UHvo9NȘvoY9GHvo!9@"=Ssr TlڽŦ kD^H7Ŭ:"}ܖy큑\cQ.q0Ǣ\2YK*0 E$Ǣ\gk!îJ:% O[[-eL3/M4Ponm5ܷ8;֔22 ޤ2,^,&"_-_5ِHD4H V)CTFnȎ: 8cQtCJh,M0ݐz l47f3+WP"+`S )iN>ENj@7Yɭb$i?TiS6$ٕ-IH"%*LBQQ蹿$*k4ś@]=zkϵcl'ղ']MD8r*n/W7 ;9;Q$!8K.@92gK&T/\qDVvt#2qQD$BBڹ/J&Cȟ@"lmqq&$ <+vh)ScgZ65{*UQ)³ʹ668t6b -o:W??8_!+iM +pj=WnKK>2|:bYE/<5~wD;Xcr>b9%?'v$#b|+19 'M\<|Fh|+빳16|ȏErzX r~|sX:9:!ʣr9YQW"榊 q| [Y⯏zG'kڋg>ȇ@g\t ߗ)\a|tm CQu mnm~aWU ({fkԊ|RNTIOjj}_B~(m_s. g7MzNNrރWοEڄ,;͎sk??PLQSc|%|q w]OhRŪ^?IGů c'H ?F7W5O(KƟfj|MC3%K?w滵@͙w ~A$柍Jt)A5m7%ZuL}ʩ(y8})y8ST-%Q-)z?BFE6_(P+V^GO鹏SG{v=iŸ8d%޻f};[R}Jm((CW|9)y#~6߿уw*T}7joOM+YvwQ炙(n'(LR_ϣyTʵO#iyY'+j{|5'\yS6rr6|kx/Q}X0ſv;FQ^PƄPnI߶IQr Fn}T=J_]3**qI9%?LƟ{=J[jBP<:߄G&ٽŔRSS"g2ŏΌ:|6J~4JMK:.'Hrb[2ټigmձٴ"UORlbJv>OYIaT}wx{z3`U!S|`t*ƋSy!|V|f?~eeV>y\w82+i&AɷogL<@SPԊ)J)P(,!C͏[RҢ3%vgSU(EnϟRye~qR1ⷢ'SfM7nm(m~"'{ ӢRsx^Y+mOM?M}6=5K6x|5A͔d]ѲBcҪ6U3wΪwV%*Ud 7 +Yϙ2={quZu-|c,}lfxs3۞vCl ێ>b[=oNy\2L8+dy7T7Z+L7S5қ!mIk+nwʵqЂio>(goM٩f_=&a'@7&-HI']HWғL בYoۛxwC!ÖaˈȈʈɈϨ!T٪B«"W5^YW5jbU%{d^|3JJ#Θ3u{s -hXJ _%g,L56 sЕBk'w|KWzڔ2)eDe4cxؼ-Q-[wbWJӒTKouUd {o9pv}خ=xM؊@W+AUͻmq6mۺؔ"77hyȥ7Ky+i^ƇW|p7{|w{ҪR9x^}e#7o?xXo<|vwc/ok|h͗My /ڷu?O=o=ݛ_Y.]å+.]å+ҕ>\2.]Ҧ2\T*o㾭o5m~ol& |m>d[@d77٦&]e*CG^|{ˮ=/C=m ] _;z}Aw0wPTrIs **ۀ7'dhhiOCo:.Wo~k Ʉ sl@z滖9r'5/+{̝Ly>^į#9e>^0 <8UݷVN]7h"HхdzLwO.)fp2>jNa!cr'[H,9&Wa$SGr«r.E3ocˈo=%!@9=ej*Nu 򵸹 N@S_Z@2VdC:㟜ۙGWJ:)<*'!B٩ʉ+`rU#ݤю;*7 npŭRǵJVRmUNGPLTӿ /~6iC!ͼH.SE"͘fHsHDrH.A9 [f~iN. yLrq7>;N ϛS0;}Jyvm俱<)=Cywz?O]ph˵ bad%+YJVd%+YJyCz_ ysD\}pΎaip*"~^G]wi6o!\{;v?meozΏ4H, =/?~85F>ܥ&_y6y?~~V <@/OQ_# uc&FǓ 4>YRN,5Hf&S *{T?^%'`odEY8gșO])Qc3mz8.jC}sYX`F\QCdoBvNe#%y*:G6vA B 9q1 ?oK/5_WhhzXJVd%+YJVgJl U:p] &7#qF;Pp7=l}lx`fA:bA('|P 9_ 8' $~8 #F g~7 6iÊ>8@G!" }?@kρnr蟁v#èNC2sfϝhq@fo-uFzoo*J^M8 Vd%+YJVd/3SN<]cc%?ֈ(nU7=+y|%B̸S\n:[OX"U˫y7 6#p3Ǭt&ywᏮ~p,X~ '@0&.a""bbjB$H +\p%@SfZI8H 5@t 3@w=2z@d 0`plh0` X0`@>@@!d)SL(0`l9skpŒFeN\ `rV( U`5 Vn'w n{/&[xax`;c<I gxv2+:7`o p {.q5%n$a9~U5YJ)) NRHx2JvL(8 ɜ!p]בDi2RCAbFP{"8S)me l PdAQi +D4X]j!x%($ZC2< + #>"$dr!DB8•ppB!\!FVuQ\E`YTT*ŬE#߫I =CիW^srV,B&5·;n$np͆0tP[?EB Z${Oހbږq-bv(~bJ\8 acUr*2̕+TŽx"Vu4&}͐@?wMk} رPPx o[O,k|Q2<[,E\v9oϕK\,%C;Y8hx~SEp&G)#T`rt8b;s #hX LnGsj+rrD19s-o#уe@NLGK (9ЭgLi/jڔWθ2uk~==HZ .yZa9 8`Cƞyc2@>,IO6^x-d2ؐqr`1ЍXǢh,".+U#n q*oo"бd-P1}kJZc42J@׌nv!w  = ^sdP1u^y:{ßm;`^6β Rh+=헫g:7˞/šX*iՎW: }-cB{80_"φC06,d56kJtxCQz/ 3wYV+:?{=Eˊ+@81^LkhvD۝qh,`"s=/ V$[1V l&c hGE^2kOg-Ĺ֛qH =\3yf^sz}dmEb #?[Xc,➃kV7*s]ِل5{ךd;ZWUƱ@ Nw_d?BHz/Kx`.q 0 f]兆e ؗ"p<ڵpj'iV}vS*gߣ]]Ժv`]p*@ڵpkFҮ!iƽa{a8ڵ?njeegi׊F4WDѮjЮu՚ hLyJxEo_3 ilsoUGAsԜd殴fV]~a>\ڵ_z5X-k[o$wKY/im5˧?:Ɨȷr~O&Yqs0-눀4>MlA'}mǗDgˌ-_)}s9ߠ7L`Z9Y]}bwhuy)OSοG6yd1/>1e~ڵ1t>~1ok_1U݌ՏRG57 ʞDvhf6tӥּM|eM|b?Zs&3?G3#]SWߖZtk܄뻇ym2|8; g>եW>̙ͤѪ^W=lQ/b:t skjM6ֿ,~ЮCY4>S}U߳EL6/U5msSTᖰmX6ttmvͧ6Ewiz}^d^K) orvm^26"tt6 ՆM`%/=K'#hr}Z]\z)9&ڪ|N٨fCĘ5 -b^گ]Z.k:Kzph̀b>HKRW:nג7q#ɑB㻧sɹ;^9fʵXeXc>wkkv6>}Zr@Qg^],ﮠи}i 8ĥgn6Y,nHג ?0յ6!%oQo{ަ-JR"lˤ]{`N{AЮ٣JSXvn5^)I 4u+^s2u&wgyNv-b#\>#!km[qI>n]9翩,RTV2-+yYo_<]wU}eJk>ZYoԉTvDZ+?Юshmҟվie_Q`ma4kkyiΎh8Z]6dI'lTl}Mq1/o!ROZuz>r'ZóXuI͞7$wj Ђ훨3̑ʪ˶C^|f.ڊl\2!11:ԶVg&'ڵ_RO03X~|<ڽ cY6dyKᬾyr@p ZqOh-;0uFt+( NoV؊^Nι:2~2k~׬vmav߲a~b`YTQO[޳Ӯ-pʟ `3`zDpny5j?::pż@撲G'myvhӣ+)2@9l=B{-rb0v9N㨾Ks,sP!L޶>&dwYNgV<K״r yuߘiך:z;*/{j1'@~w6ڲ[@]>}_ڵ޼\vI_Z}>i|'M2i֎=i #*'*uf=cGƷjҪ5]1fYKON< ޺Ǵk(`=4+K ?x'*ZRȒ=sd^[|=^8c٦GOZmDK{mu~̏ ^,YQټrsC|B;Z~s߱I?l,u8-oʺz3%!.l=աkzMV sSX{3SƶmOVzkT{xdQiNiaΠճK;_56bBߛo;hPڵ];W+:is>sQ5uiiZ9/~+k7_|AV.e .xzZdM X蘇] Xξ t.W^ʍ=OŠA. *Zq`9. ?:p.|JYOEhE,y}8F_Nq-݋Yiu/|ю޺L{yE5K؀`̯Юo8hNb T?QŬ~[>M Tgq+C+Ub%)b9j&._ґזo\z<:W>3m @he,y1\V<'h[oٲUjYBYE(qيs0:qүu{'*BǺmU @8%_ An|`B`|]`@FePP%vOJq9E8GK% \!cWAdLp!2d4 ["VlUr Z=(ތI8؄r~:IWĎf+ o=vUv ]u1NV *@"D-r(Qx(B6o#ʔL/f2ah<MB'O|Zw뇃 ŒCkpz#[;{{,e 1z}e=QϞhhhhhhK1b8ri.2Q YD61/Zo+@X K4IwnJE-xjnv?b;in[1[#r^JS.HX iH@՜djo/˺ˡlGc`HO ]^ OU U AQ(?b?E#ULXTL!y1E+GA^~^<ꏁ+<c`!%To,u9!8xe9"rBp!%domv\(haK$4sα -Xq|u {x^o{ 8ycp&]{լxjV,VVЭ`Mx :|*l%&>p6=(C{A?2p*fҵͤ+V/I׵^6~=6p[#V^g. S:s40?$هEg:s$1Xbֈי4Gxf3o`L3-,~g6:uB%El,Je[eQ*ۢ,ReYʶ(ˢTEY-Z,g1bp͋DH|A[`,Oq7MLB*weNB(ʹPi 8 +7DqUn␫ŁV!+n稘#:G: KT f@!V4d%MAQI&olRk5qg5f[w3~i4\WMȀ'. ̇3dHbw;b<;sԫ=1$i'/I9Xr@v^=byj {ŏ\=K\*%r7Y&EvŌ]߷gċk|hQ# U.\&X.\EQĂ Ta)-0nU~JPa)-B0Sj O!*L?#zSכקd; 7B&ѡPPbTlb[7ۢG-J,mQPbUl ]: [X3Ip1U^|#ΘC!}zO,N1'J9IPī]V%ə/rgs9FSܨ%jY\Q*9pPӢY!rVӪș%rfGgviQ' U~{ڇJ=~{&ߞY[E=~{&ߞY[%tZƊh\(S$J0fNQF b0^_ۚ9Mːc@8~Uz7qYTd_VxRZ3?fNA$F U3jֻIo$= cߨWMb+ߋu[3WPKzLL,/P߈ ^΄9=r?, XvUӇIMUHHHHHHHUQ^Kx6z,m7/|W4~ ث\[hPɚduI4`hca{H%}loe{HRIbR/?ԟ9 9J^l{ﵳ=$IL*dB s@rI"RE.9 97q bP[n6|){gV: "#FMm<]mnlpCם>uPuWTLϰdSQ]j+{%R^뮫K IW7Dllu,0/zgY),x{ouFq a7L 6혜a֓'-ʰ-01롸dۍ!+P@,& s0pNjヒ0B,A܌;YD,Z?dÏbC091 @\ qb|Poe$JbwIe:Ui&*=_S&I-$=M{7nr larn[\ck` CxeK`+r+^%A/!v5HB,Y%$!/_c;܏ITp?|^0u+ncByw} ?܏ Yl`@\ڰa%U4Y "YtYg2^Hu>8-hK+{ylꭉzn!.s)9`N.Ўiik\cҐ׈Y y1ۢ!1145bE]^zj^LxOvi@өדO܁gqy>% ҄cP"͈CD\P(>=%@iAD n3ؔH+"bqZgD3j1N %bɔ<3r<rB9@CyP8#fG-r^ j#yTtN,e=C5ˬkeE5ˬke~֬Ƀ!GQ]t \K4/CC4/3#h^f=4D214D2ۢ!Y ѼL Ѽ̶X32nFpa#"e^ }J_а K%+f(&g IZ`j RV?\"19CR3/?׬Hv.1=s$呃Gk$`]t cv<mPcQsR ўXS hOc 1f^tTؖ*L|l (ĤWWW+X^mF#!ڌFBxj3 f4«h$WH՛ndAZ- ,q?K& `idA;,,PK#% 4bQ!, zhXEdbhXEdE*"VVmѲ{Սy}š0{׳7=gl#arp/.^}_Gz ;Ѭ͌"p c,"ha8zfV'=/0x4uS@ȶ0O=Λm<-S_v!.$&]HLvv!1aBbBy .$&dv!1aU*z5G7i8E*Eg,׺$50fJDYh> . I5A݆zPOJ4OJ_P4~9ԜkClh D*Y>I.>] SN#]1ygy噄r:G,;y}^nM{m)u7@: }"z[co#m$K/q.qϙJJ^d &uY;} >xքIykē>'|Ͽ0]$  l+o'ڊ#`G$WGxC8ދ{bۻh_1CVc2^#Byd 2 ?ޡWAf} UR tg6;Q;P }PFV +1NQa:+bN,ɷ94#gDW:GIkxtMsGpgmQ6Y.;eÝS6Y.;eÝ5MPzOEB_I|DaC Obt,ǃ  |xR&m\O> E46de`^>fܐށe8HsC2MxAfDJ "np i"Bj0Rp[ o֘2 $ܢYrs;~g%iHQF%S114(cEC2f=4(cbhHQlKCt|`8GQc.XtM2a3z 2y;g8gJL5ڑ˺ֵv|3e,(ub-h.c%9=SWI.rMNe,RHv/~,UJbJrZMNe,$l.c$9݆tSWIar:MNmuqƒ3dO))~݌uϰ:R S3'Q]̶rks s*Irk][XVY*<8W*hA᠕*jS[YD~"yn41pK+@X.)ױ|X$"nJQi lS`lvinIiJk]sCK:(dֶ1 .݅Pt˅o6z"co?R\W:% ]X Ҿ$mdѾ}i>>oռkTR,ڷJB6Tý|x/knI'`1}a'밞 4s|Z!RJ9iEBR"Jӊ}ҨKxu- թ$Wڒ^jKBxu- թ$WڒOm!>㷙q0GT5IZu߶}ڃ꛴ʭτsmy !HԵ s'n@9VW``;kw ]'q՚ĝX}Ԛ›-k-Sҩ[l- ¦_1|;kA [ [llmv>>2>!AaV0!]8 -k ĸa5%aEz*Q"= FאkS'OXSppݣ TcuέIA~Xqm D0/6mzMHfPT&P(p ,y-&(y2˝9vSwqS{8Bcu`t}{Ӡzp# n}oggDHyGCXG88lQf=42142ۢ.pT* +|Q>ı?cԍ&#2Me6.<}h6yлatPh,i%r^*V.155v БLHXOq+*zzKCOoIbxP߹5 E$fNy(4'aCCr&<̶hHì;{a7la|h7kIAŦA-\ qA;X156sB5 klB7;X1#/e+.~ޅ9C?Bqf`OP5v"b\>@_W1~CH`sF=P!M{U!XK5yDM_~> 3ou>Q4lf žo]nyyznJsJY^Pci፹R&QV꾓VDEF[ RG?ۓ?$ \52&(y҄i0s0)GGH"ڣ_+X[^c@0Z6aR7Jd#v%ڣtӸ?^c%K0e᎝6ajȌoC ־!f]_ <ϱ <o-2gtŃ  ۰׭ {G̯o`3{˙^| ]7+Yz%^V"Rc"RCT$^VjJ QxY!tҔYEm7Tz퍸M><.&\WeH s!9RÜzRÜzRÜ#9vïHv+ | 2I %;R-@!~ڋZ nmlUoR?9<8EànFAaGFwaC=m(Նl> (}5B@U&ܱrmh M|hC>2<0)8k~3; ˮhJFL1u #I 4Y29r 67 fL)=܌PKp@Z|DłYP1^'00:΀! xkhʹƪ[36KiKiCܠ>vmy`6*~PajO klT 0k= k~fLK{ըc@} jbiQ1"L NUBD*Z QSDa35C@iՀг8?3-Փ \$ \/sG+kJ;Anvb˜Ԁ \+d'&s$IXV%IRsjI*SE6G$٤¬NvHKՒ-ؠS+I$I%jIZ/Iz,IUKRda=-HymO$F057  qBi>ߤ>[lx{pAP퐗gTzҳ:)tniS~tOz_Lrj1IN-F2ɩH&9$#b$iz+N=UVəVp)/s)R˥\Rӥ\R~/Eܴ,i|t"yyaua2yy- {J嗒ߊOX^.[w|rwӆӬ/ϒ[ܵT^N7?\&/?Nߧˣ:VH8ϧFlvyK,/b%LS-v `G6k*/WGω'}M^N͞Fנg6r[2k&.'߲Nr+K ˛NDLy-DyI3@^Z>ϡzzm!3$nr?o 8& T ~eVwB9YK\ʳ, esWN h#?I.䱫P>7${ByW N> m- [ /rJPPi#&|7pg CPrϳZKꉡEK x&̐SG5?kA׉C!3#ƽA ;6#Io+z%~_>ŋ 9oCe%?f?xC1_\I%Yc!?C<:.czGKcN*qP~/ܯ}Y\:0p?7~סmrmEbX܏'ßWfC!3;新фsS "Ʒı=s$za_ܻI2(3_^> |yC}{[ 9S5Ѿ~B:z [6=z2q?"/'4BִDtb?oWM߯J9+l| ZoWg˂~!]v&3VAOIq"ƏU}ns׾]<x݇"ۑv=Sc˕D@>G=F>?Q^WH'-#]!?̰i/{\֓菅 >"'78I}i/QߚhBPJoP^~}>rZM盲<8f(؍oBٸa.:a_F)9r3ǗK'_e3zqeP1o7w~s~JmWa=?]^kt61?'b|?Q^2]Ky.@<}uܴٛmMD{稜?Sy)$b|)N_&/w %Gu&[/ Ǜ[F̷ }wVB~vGG胠!иel$c~"̤#^=y{3|ў{u+qEe 92g1Qom// Ɨ͓#-x?GD$""^;)9^L!ђ\*/i$G^:47<#aoI'z=7e~D>GϋK }0.@ߥMl4,fcsw*| w$Dk޻g}inвb}ʭ7 "䎕ןC agqXB9b5Po#ggV'<:yz+yRlR,c~ty?7ӇC\~~t{tSeL;NYpȵsYmt[cL6ۊƠh6P)ZGM8(8Έ8 j4ZL>fɼj ?W8q\4A|<h4ᕄ1"`E t;'wuib6;/;\n.#?  _P P(((( (( P$PP4PSf@́Zjt Pk6@8Y;@@:%u +P P7@=zJJ /P:P?@@  4( h(0@#Feͽ;x;(v4hЭ@&M*T4h Ti@Ӂf4h\R2ۀZhbہ,Ztr@@wUO@wZ t{t?=g@Z(c@+@Omz hf-@zh+6ghNgvzy^}@/*~׀^z M6;@ t]CC@:1Qc@} q$@: @g t} _:P-t'.]W@W]B@F dف@@!@@a@@@M"5j(%PP+x[Zj (=P"P$@@:u  ;P@RҀz ?P@e  4 h8@@F 4V@&M* T4h*4@3f T4h.P)Pm@-0ة:O] 'C]X ٱD2 i 45BlҦffK~s 6X;C'HG/q[6q9_0m_" $@Q0/0m!2s: ɝ9gŎ.3q|ݹ 4vJ >=\ N|DAq͜\BEc֯䵎""#{{ċ_?ګ;Gp!3u]^ԊnH k=לsPg[D@''_d~zϝyC3ܼc3ɾ㵣JngfD1Ԗ6xc:=o~ջ~X`;D.n;~_Cdxܞn}Zp?' ˬef?TX/>X ^|[m?zjg/}V_*Y}a?/mesZ>:/ҏ~?ܙ;D Wh["iíwjb*&ZBur?L%7wr֨'L?#c#x"̘V&g͜-GvF q)̃@vLgaH%NdĈb0w?$,*A~"~L(j'0Ӏ.!~,$r+ o|*@e>;s1'Tn OLL$:`f.HCR@73(8?DaS{ ]8wd3KkaibIf~73|TH )p= Sp( ڰYHa4H(Ԥ f_A.&,h PG͖YLB8 &`PSq:3ve(d(eH'XAyeD CNOĄ9c$h@C~ԃ谤1,,Q39c4BEl^6A%( _T*xp^RЀ3ÿ lHbP  LPÄ!?(f+4>GA @X ʐ*ы@ b`f5` nj:ߤ?yV8e(`gHb"nB!V_fڛÐy*C1$Ae O ' (j!V?D` d2)2rk3~H~G29y\C0c vL./O+Qp,p,*QpOI-dC T--M >ѩ^p V1EE n91_e&ƀXT_PX_ZWƠrUGg:}6mZHp"“6yrQ0 & xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!wQFf ہV30d'2b`bDD`;PtGC y'bOzC? rB @6G&`TdF`a悤=/ $|3Jv>WXπ(ZXX 8z _,7"!  7 owfJ d/y 5`63#bdj9ԤԲHkRdݠ ?X?(RYz;AeeFOm0?r xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!m01k0: d;0TD\ L!V~gs Hb"~! D P63^O`]B {YHV(4FArCF`a悤=/$|3Jv>WX@څsG6WXπ(ZXX 8z _,7"!  7 owfJ d/y 5`63#bdj9ԤԲHkRdݠ ?X?(RYz;AeeFOm0?r xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!wQFf ہV30d'2b`bDD`;PtGC y'bOzC? rB @6G&`TdF`a悤=/ $|3Jv>WXπ(ZXX 8z _,7"!  7 owfJ d/y 5`63#bdj9ԤԲHkRdݠ ?X?(RYz;AeeFOm0?r xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!P@2ݑĐEB@A^XAӠlfOA`?ȭr4`y#"Z`%:1S 3$}q ᛙ\_VZXX`gr 1p01MĺhbP;)a×ɐҁQIAH'`6S-)A)EP1 /SȾ6A% LUPPʐ,3Oʈ*_9j?P? xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH(έ>dul`) 9 $ى C>@2ݑĐEB@A^XAӠlfOA`?ȭr4`y#"Z`%:1S 3$}q ᛙ\_VZXX`gr 1p01MĺhbP;)*P?3##3PsSPsS-N5l [Bw55051h*fejV&D \ J%&~P^Q01v+2gR6a=* xVMOQ=o, ,] 5|H!!ZS3m)DpJW,\Ȃ~v8M4J w>yw޽7svۏhqxÄnJ:CUu=mɝ?l!}^k4>XHXƧRpM&7իU}o^yK0 #Y I\P9erÈ3\a7[X+;Nb%K[Jh \1<)a\,=Z$ D(!z(w^y4* yj+`j Iøf:ՅZa"Wcf' xVMKQ=o&JMX-lTBĂh#~5vSM$bgł ׅ]pی罼I`e"n>w8w%O?=Gہv&P ZnK7FKW$le|ilJ/5/qb(g<\p~Gx=ek50 ?OOQd4(LA^M͛M%o ~׫ݼoa.cK0W E\P5~Ì3\˽i\v֝|J6c[4cxHSQG1aD1L}#;b#ͪJОoF9'hM-"IA>k=V'Bᰈa|}Y>5'm#Þcw)lީ!ZWBRD`ɟ ,}WFT =DJ(T V: xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!!pL(#3+SrRIp101"X}" 0e(#!dԧAP{=t 9e!~[a?h>+= FE& ]'`f.HC@73(8?D4$3?OXπ( ca=c/ u3 JP; BaVH(\Ԥ \f 2 \LMPT`^222$KL`2Je`!'bWEFOm0;  xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!S膙QFf V30d'2b`bDD`;PtGC y'bOzC? rB x}V({ LLhÃaNL-\ŁofrQ~q~ZkaibIf~P%. 8z _,7fbb2 vLAU($Q QɌ\\B͙ Lm L LM:@BwWdbjj.``gd' \ J%&~P^Q01vˑ2gR6<;; xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!pR毙QFf V30d'2b`bDD`;PtGC y'bOzC? rB x}V({ LLhÃaNL-\ŁofrQ~q~ZkaibIf~P%. 8z _,7fbb2 vLx(E(K(dFFf..Ff&  f BJ̲@ 50032pY \BM9 BMy 2 P/SN*pe(d(eH'XAyeD CNO jʜH`(< xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!]guv`) 9 $ى C>@2ݑĐEB@A^XAӠlfOA`?ȭr4Fā><6 I{y_Hf&秕(&d)0\b @>grS!.`f`!V) ja ) 4+&P–MHY}$3?#7 %Ԕ Ԕǀ!e2 *QdWBRD`ɟ ,}WFT =D2(T U@P xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH(~j_mut`) 9 $ى C>@2ݑĐEB@A^XAӠlfOA`?ȭr4Fā>X7 I{y_Hf&秕(&d)0\b @>grS!.`f`!V) ja ) 4+&P–MHY}$3?#7 %Ԕ Ԕǀ!e2 *QdWBRD`ɟ ,}WFT =D2(T ,? xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!-;nuv`) 9 $ى C>@2ݑĐEB@A^XAӠlfOA`?ȭr4Fā>X7 I{y_Hf&秕(&d)0\b @>grS!.`f`!V) ja ) 4+&P–MHY}$3?#7 %Ԕ Ԕǀ!e2 *QdWBRD`ɟ ,}WFT =D2(T @v xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!w\(#3+SrRIp101"X}" 0e(#!dԧAP{=t 9e!~[a?h i=j) 8L./O+Qp-,M,S03`J|GϘBb]BR,@Ԏ9( /X)R:0322sq1 5005i05WiM ,!XgK<`=U*+C9=c'(L)s6 ~jl?,6v xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!m&cuv`) 9 $ى C>@2ݑĐEB@A^XAӠlfOA`?ȭr4Fā@XXMI{y_Hf&秕(&d)0\b @>grS!.`f`!V) ja ) 4+& BPPʐ,3Oʈ*_9j?Pg(6Z xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!5Ycun`) 9 $ى C>@2ݑĐEB@A^XAӠlfOA`?ȭr4`y#"ZbJlcf.HC@73(8?D4$3?OXπ( ca=c/ u3 JP;`Xa (dFFf..Ff&  f BJ@U@I c@gejV ?X?(RYz;AUBQS e4>9xW]h\UsMYkmԚ>4$KVjH&OK"[\6ݭ5jRЇ} XTT**?CR(Vğvlٴm23sΜ9?ߜ[z̻{tLFz-܌߈nvCp`SA(.c"<ԗUޱξ| 1>`. e yn Axݩ?Y?+? 5?az߼0ڪЂ9@Ea66ۑۑ@y=]w#;;A>=U20<'sƬ$z褊2[e䈌5R0IKMk(7v1go !o6݇ ?ET`h>/Ϋ؎ǒ!1Τp꠳;ς+E.bj3C1[Hj>+(LROYdۯK4{5Ǫ_k ŪKfɣ9D͘/3%%/lU;o)C={_|vu2Ȩ30y`eei2BW/>r߄ۋqj2| { &e|(0't[h܃4[걡\?G囂JJq,T?p;Щ>.[@ eUR}5_hʾ e3fFpTFF-*+͸_~)du9FUf#wT6rVG g1P5eUaU/3Ol#QU|9?cLGPKDKը`+D5-o e[0lW;!9Xm5iKf0OGi{& m֎pt R\ xU=KA}\~"!X\!AIeFPD0#Kba!VYZXhZl9G'6j1};3S2L#FccJ$mۮW$ЕaSJ[ak+hat}ּK3=x;9~=cp,ay_^!3.t}"&]~ScOӗcGL/ZW㦺ڣ$~Q 'Zk^ ͪgjÍL#J3U֊V ]%UE_|©+y57EUR\?#-2=,]ZQ8m -  Δw&zW'bI0|Xֶ2ejuiZՀ8U#X{Q<¼#Vk_BR/R,I|9s7ɨ&4~3J!xW]h\E>3fio7MF!ij!J"M HZ4٦I KC "/R|Q_}TH_ԢB}3ZZH+Vݹěm|P2ǝ7s*yk0xLARL&ٙj!u6~ .oXW$Fva%[=~ ?w.}lv4H1ee͙,{=A*ׂ.耇nj~vO;;q{-yҒyunDDPX(Lٖ/ ՈZDQXCG܂p"!nG܁؀рhTލߍM&XI+՘Ly^帊5 k+鋛 KO3MF h88&f1xu'Л"G8:^?5VmS4㼾{tx'ly6rdS:ON'S~񩻥Y##HMhs<n. 4 2u(=ܾFM2Oc[v@e\':iD`-eǩKܮq`X$ao.wxKAS}Kہcz, ~sUva,~[ t~:o!8Xy'pXTԳb7߅[Erw2s>Y+u|d;q/ZI;1;s+Oڐ7)rMp<&s쉘v߯3鷪LTKM_ \fgO|~r 4A4}ܔo,1G숩_6iϹ(Hn3le Z},:BS5tE)”JM)O8|)׵_G0dνO)x\V9~XyTiϩöogX8!c8jdb]6@l ,$Ï#w;J),)ZT&0nIꆖ"3>4(޹b.Ibd"xWMhTW>ɘL~f̟QG3.Tڔ!Ipeqqf̤5L ()"(Ɗ "Tv Qgl:ie!Ha;sn(x%A&e99SWAZ)_ WI&p0' #( V?PZC~Թ', #^h@nDnRk% vMȝț oU?u|y2^5_  6$>4$M"藌n1-i#tot)KI8:-$CH8S^_i{!ٔ+mX @$=B\Aڶ(bM$k4u H0_a3*[kژ!^xbN2$ '>q#޻E$-XFH+AoK6jISy<;uFF>%uSv/d:eKfim'杽@RC嚚[K6):sɉ شvLrZگ΅ *@"f\&uyy\&OBRgYXm<3ڗ$LaaT3d m(DK3okdlz'!~ީWS;0 1|y%FU+O" ?n3†)mwHL:Z~~ٻC<[Cӳl"O ,M{Bӛv|W ?> v8Q} m{DݩN2~<&wpՉBÚ;jO<2~ZGX,Q]ccuo.rM#Qkdv&=X_zC>u{_¶.l[/In+[?՘00, *,4]o ͧ*R^Ʀ6 xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!M1Y(#3+SrRIp101"X}" 0e(#!d@>f 4Kȱd/ e,٠2*6 7E&S0S 3$}) ᛙ\_Vs z .;P%X4$3?ȇqXn*$AT]8Pa(Ԥ Ԝa Tu 5gBE53"BS{%LB͹\ J%&~P^Q01vʞ9+ ~jl?MC_xVOhG͛ݘ~q74#Q\ ڋFTAnbV oMP Zz(hH*%'mE{nߛs3oZf~3o7|7w۞ШR7\3jV k+ 7_+z^+t4!ƼZ 3?owμ;1wdG1\S2)Rݷla|ҴN/9Pb(|ϻvr&KfN_{7+6invne`J:;nwnoa%I2dR:e}?GJGܸo߾ӕƛvCRxXW'ci;pp!Ev^5#2)mUJE|SfNS# 7Z2qCiGD6'8UNga49#tpi$7+wzBX6.\Ù?)l1_|f˵Z$%vx9s+xVUh}Eqk9\0=]F?߽ o_Gr{K"pzqKijܓ64Z6 WOpFդ 3PUxWlF5}BEp._h6n!<%V GFAX~:ڀ)~Iu(rJUmsݹlea3JiRTj-qv]ך/>:,?dJnAޗsA6i 0<Ȣ+ao?;:]TDF6%`[W&)x;LA͌wp{ w$l@"`bll >priia4F2Q&VHal4c0n}ov+g]ͼ773٥wGZ΃`).ٶ}Ux@a@A5އAz 4佭`K8 ~[rolxvaz\I0*YpVzMOAkTC~|Rͅۇ??T%({T5!3#!#Dl@T6~؍g|օ侷[?96e&LœN⛧e6]{ff2ݰrD5˸z`v$!}E]V+\J IQҥ.@рtf9͙sWh16@TO-t-#:OWYlRrJ_e$!2Of&vTpn iD{;9?Ќ;jW.nD][L $IbK;4^}νG'TCU7&ogY|P督ϔ$oJPZb DzWnK)#7L*xydhuheƲ7_p6DJ]{(F5K!EȊ3f'yk5d|٩he3"^R*2Ci荲{TO^yM\0&xq<3 67dN*oElCcľ5/D04D2)+lhxWMLSAmؖc^8'Ek 0x0H%(U&$<cԃz#AScl<OH:oKi y̷ܻ{Z>Cy1U$y7ѝߣ]EXZU]=i%A`T1yeV>](zשּׁ0AVS`Be,$;pVR5a$?1cʶEC'j ew=>~%TFX؀ʼne7+ JGPLn!_Óv=sDt2-=~Br~tjD茌0ǟϖ䁨}鷑LƆ<0DdLIQK(@=ɚe1Δ<`ܔ7jТ)X1,zޑɋT 2''gJGy'uإc>04pgC.N͸rVbg"_?c,Ao0 CTҭU HT}MF1A0Fh5Oj,NqE}g\!M]`#6 G#[f.n{H_ۉo3[7,[EU>t#GBdž79ůQ'°FCӔJOMą>SjR=S4i⨜ws)p4|xmz셻]l?H*26{wHX_/ B7;@2mrq:J$C\K!k~\m`v֝A oyqz6@n z)I2_NL ?ΘqHuURɂ4 xp^RЀ3ÿ lHbP  LPÄ!?$< FbW< ]P^b <*1@ݐ:LyWAFfXarRIpK!dOJ3Obb> !&FF9= ,P+C!C)C"03+#*T?(JlXgG@`H 8=]ek>3##3#Ps%,00ldfgd ӯ PejTbj`@bf1M5)0xKLSApvT)mQ$^8(i$&^h5"x4Rh mm)J&*r2?iQPoj6M \>qNsMswUl P201yXRx9G NB7~Cf1A1FTx\q]0 umQ|ᓫJU?Hnj#t2Rk""oq o5k3&|ϹǤ)Sff!=޲8$ɡ(psϊ_h+@˲>۽*lE'敚-M:{-bm!|/WQ)KL/CӟYn!ܒ'+$gN1ӫϰ;ur̀N #H-K-JJ}h~xBNfr$Lm.!..]nz[cyYn| L% jVab;x[ c|z_jBJ_LoV+LD'նUMsyPxp^RЀ3ÿ lHb@ 000A$R )Yqã` | ,aP`peE E^ ,`fsL`i7df`dae?CC*Iv".&FdOf3 @w$1dl~W@~"~L(j'0Ӏ.!~,$r+\?20-2b`9 F`a悤=/$|K2B* RL \ KK2x2.>?0|TblrHjfdH)cPX-"k$M)`\rW.zOoy.j|!ߓOEP3?#7vA9Af)(?GPrH\y m$ (Ih GM-0`E2 d.900`0ce0d0f FR!'+#TV9=QH$ ~jl?=`쁮ah[`$Pρ>FS9r xp^RЀ3ÿ lHbP  LPÄ!1 4axĐ% y@( XyT0cH!Ra Ff ہV30d'2b`bDD`;PtGC y'bτzC? rB x#" Z(t!,^rkini uw-Kye̪JA Nw&}QUuN"oY'|›Jz+^Ni E2\vuXߙUN\wĕ<> tOV0op?ekpӫ|qUgTq950?fty{V=^g:M7cةF&3KK"B:#A,1a4 Zbz1 ӿD:Z;rz+WB=([VOkr7_R?ט3%s@7xBxp^RЀ3ÿ lHb@ 00C$R )Yqã` | ,aP`peE E^ ,`f1L njR7: b3TD\ L!V~gs Hb"~! D IP63^O`]B {YHV(4FȄ>@*0O) 0L./O+Qع^c=KkaibIf~73|Tl䚨 5+ do⒱X]s9(5GH321p(5B &N+ I\O%=aaPT{2F`Q(Ԥ  c>BZ1#v~($ < Հām l~$q^ ۛV$@1 1(QA+A 3]C i`, J1 ,}*2JeKZe 1 Om0fW Bd+)bOr eSGn^큑F#,h?_ H&dT* |M@`t 1hh-kxW?ha]bk5m %"R`*"N&mM+ M;&T ⠎ quksw}ɗc_nOm M(a,ⱆ=vvq!⃢TrPdb_b_Pyq߳(yknvfҋ}`|[A ]Tc@| -޹{N?JLqaRYwߋD#$N͋j^1Lm75ƝFcc(vBy |oS،{E׳F5yv0uV+4 ހݯ)iVW;~Pҕ裛`"5ԧ/I1U=A4Č=w t lOoFpzY%ߏz| \e׫q6|n dUΥxX]L[e~PNa6N?̔81;HE/t[K" ͖Y0 ^L'sxQ2e&d7@? Y}Oi0Nqn۾=y}^[5?A2ePSr;8{uU}((~ : 3FS [^ȕ|04 /+rҦ`A"g53\%88Xny6o]!,hݸGp$[;3ϐZ25|.z"b;jj^C0S Ɛ)`2TG B ZyF,>A:'_&heZDo@u SbNQY]uj=x'7Sn7Ѥr+ogG<|/|^x%Է1cB_ngbj,',!zZ}3 8DN4# -EU1r?偽rxP*'x(:d]kM7]B&*I~R#_X*Z&6;\`$6}ˆWgǭҸ"x}Y1\-.W[*Ci Dʓ "vrU9W|'GPC2(JYp`O_lX'mXkq!h65W>h1cxv\l (%v"Ui"ʣI`4کZz[hI)STdBݐrئ?LR6O6#)С bg0 3"_*t9>qM֪N3'|OMGkd^+>񿱝ze=r/?mwܶg~/N?FdM2I) e=pn!:O% xY_hSg?w&cl-z#LVPDn̷͊nh6Im|/{|AEI&p{/ Xcd^TFlNs9~|[t1,}A -6:^XWV&5CӐ[ ok/}45|>wq̭?͉Q;FXM;@ ثw];s @O>mi~^Sr`bxqCɺNE/lAdzW­ ~+nRSr_ZRܾ[+pcؠ{T>l~lXyaI(cm=5C_ڴR65E^t?P&(Z1b f87j>.h`x/X&~/u}md'1&CD, >m(8x:ni|a=+TF}W?._& *5;0HbO:_ \*-F+|[)TݸTXZNs),>NOcl<43?#fE{|wByύ:mzv|#/G xܙMjI)o T혐RԸouo>]-EQ^GMHo/5 o2[rT𽹄߬aE(|nc<)<<|I'瘟b~1b~9aP.;ྵp`iin%3IBR"Gt-ymBRV%o"~ xZy& :|PHSLg^ίKROhT)ϡ$> ['r=bȒ|dr/Y`a "fD\ny_٠LBsW_/Ak3~'RUHD-@ʃaϼH7b79K91;ghug,lz*LR鏒| fe"hvR¸Р;" 7Q tb~HPъr*+kyr8WY^[ϑP'Vs3[X=v=#Vlwlj@;ϙLnڅh- u=pj&9{6KIzW"xXMlWxb; JQ`Tn% NkI4"$TP8p)DPUV=X*'.\KE[{ƍBC<ۙo޼7ͼܾŵDo4x8Y ./X\ $̘]_i؋gnw&W9M2}w~d[?I#0tIH7Ww-A0UoW6l їø3cU&t Ʋh: ύ}'XS&`  @xTjFD2"y␁.W9mGR۪*jo4գb& (;0Vu6o, A/[<نvl/aہeh}37”ɿQ?ԓ\OH wA)[qQ hݟt?'TifeF2('uߨRB vdm8?I9fwiT<›LthqU8h=z-FoU4<Éd<ǧt2_?Ms:+ާziy/k/fc׹6rm3D2-ckZ3qw;/DP1?UVXGUlaF258@2 kTXC3$%< ϪQzc vBt $Gc3\rhnstK:l*#<?NFU>-d:PG@L@GcHE3{ұ@xv^z%aޓL'I^[qb&$M?ݼ1ٷo޷H``i+VwCy=Xک|$#χ ͷp8hviNnf=r ' ?ۇ[@FY?d~v>ӈ∓`v) .vL&O}:7A-< f)W,a,(݉ (;T4HT$.J!ua'[?Di_>1ϟ,pz[ʻwa4q7Yֈi-ߓ)4jrђTV&{TYCs=mfKx}@IlEqIM(6] h,,(uAEHSlXO 63pF\]CGEMo}7ٙ=3yfww̜E0 <~Sn)A㙤kp &ȹ1`nKSCd_/B /@u6EσP}6=+uHp<DXR` )@ dW ړ-)ÆﷻTKhҪmh%V&]1+јh8oes~Z͡dhe~!!-[乑~ҩaCz8[E]׮Q=zShudP/nMvשm~Xmh꒤At)htOhd4:I^6pUGҽT2##'p Ä;H2~PL;m] s֎7'u@u $m(,m# <hnOؙJkKuHѤ?O#I?O'?hP[koy"7/sEuB5/9N5d'mTInY:dF=tW5rzѴt' `6v~-!Zm݆ܤ9wF`'P~zEz5կo0n +}Ɵ|ש־f#ɴkQ?W|#Y7|E2SrZ W?o9F/cFmrM복>^yQ"g9S)iĚT:G@5A3:eZ^^{7^l&_n^:qL|ex#ͺNFe4-իD\[|k4)4BH<ۺn[ Man|Su&M;0ozMFp`CmښD_L4MgIcށI%5. =Z$m 7]cl;~iv4M S+&fٸͷԐ4WQ)`|ACc8 T-{s7IIsꋘ|L_}_g|u& 2W׿ilQ߲חG>f1lʷPlG-Vqz] ؍ڐ ?[Qtoф;m]ug:txA|Kf DZ˭[ǟw]/~ݑ_-׿/LkزO9߇2ł ?l5Xm[k?4]NolZ\dG ~3rz U ő^{oeZAջZK6W_g7׹}eWly=|<z]-+"PNXC|m5]ҡGu~ݲB#]~#To??]-Flo+MAnl}nnDۼCf7 N޳N:_^E7V7-Fl՛Ybil vb- ~ÊZh5H/q߂aտjI)_%UWgCi#O͓8:_ ?nowO/?Sנatdb\QIP}l*CMSJ ŀ*#?i RBCrR+epmpQ5@ &'aÆWt||j5ەh,4ƃ` Q +~U.Xas?V)m_mA`; *⋩?U(QdX!Ҫ|0L17wVo8&8.ڣğ (3Ӆ4vp,=D*47Wc3 y:ݬK4UApm Zf` 9$ zU^V*Ge97S+dDv]U*ZK*LNhdMaƨDc\iC]5)Ѵ+Ѭϯ'ȠCtRA8Aք}ds(l5 KNޔlyfATYQ%QzMR|9k.|(uæSF" ps9``vXҤӢ=,ffXh'. L͓=.ii^,aC[zRln,XmƘMfH\1_dn1vfSv4l9_d7êsgji1Iۗȁ9f"58vfF)Ed=( z{C"+ "Wy'ۛW}Ef"s+Y n2;w#{yc?oyYǎĎ6|Р1'ŹϜ9jB1OsNh3*m6m6-~Ny,g/gAƛXta߃Z@e eee˜!k3upxnӠaPa\N+ z{A(&+#% (YY1,4ʬGR5m/[&6mmK,Hn)e}eY,IhfXR˔4=Ѝe6Lfd0=`q }VD˙-K",??3θP)ZYtmQkTD'ۺ/Hdۢ4sֺT^?1oᾄF 6I,!xS g9l|92fc~͵#'' n^s}yvecUÂZ@Y//!{X'M-q'~T&+ 1QY3\ /Bw>g͓P׵(,_5*7r\lu{{o.%2R};ˎ'=m"lrA;Ou^eT۔CN8s.ꕛpYN+T۪=,SCOMaTXQ Oo_ l3^>X~aNsA2Tn ^fŴfsqܧ9OyK/yk]ϩsO0K1 QI5|s_*E8#ց2 F[yk'X*,eG]^ɮ`7Ǜ0Zg_Ǹ+ޟ/"e}+PS'>])J7wI}N⽎tH: SƇq 6@3-L# ]w~%/-x9AN.zR\ax;!p\&j?\s,X+/⽏~} i i~ 52oT.v9W; ..zlS 9< },>8fHPN^vCf# Hz F!hN #?Æ:$\)`Y`&H7x=_ae37fϟƣɋfcl0~/:?t/Œju,n20.t5p6C^[/2ݞ#DQd;8eŐ|癭;o:iqÉ{e-rX r cdV _e?vnE\((˖C?{G#`Ζ3#2{x^*;(AOee2L\ܬܧw92%MQuUQYEE44?MuT.^>L\zZфW82Ju\M',nF`DRb8AkS-QK6 VAu*|?+#ܖۉKQ2A(7{{R.U`.x &(X/%8).x&x' "RC d26C *  }? #04]nDћ(xQ% ܱAEa 1.cOX0k:s%k #9b\ Bi L̒,lh[\<  aTtWU+BE"Eb}6"[mG8ƓO[JG9Z9M@ (mأ<|T+!`:zTT3TX~V":~IPJQ%mvR{ԓՁ`zzZ.US `NbqKHh`qN<#ޑ. Ad8^ o!8U!'wpko?bG yIC~brqcM ؝A0`O?@W2E ݂Sz>ҷ DPM 8$r=C!Dmr\Q F|t5*Gыh6 (Yp`w`  r+9l~tpN>v N?b["LE[9ELh8Y"<ŲOc~xp|`X~Q)TvI/VVV\r=yCS㼵E˘.\~sy~]Z;nYy?~t,uQ<33DWy&<]Y|s{O38]U;- 4b`S~G=ޒi*ݜ2>V^'6TO-_׏|+Cu\g42WcRjz:B=Ge(pPԟj=у%KM^,#TF6`Ox &bF.Zg. %Bc#bG>y }N@4@F70 ʹ'S큗yC`cfDPylMMAhApA$Cp~?&\.י; Ss *\Pȭ D($e-_UhuCO- ߻DCn5L ;[j@V9tOю3INtӈ mͯ\AL >LӜQ_)9Hů!Lo}~R Tvw2̐>ZwxKq6Q$㝊 grnF2MͧH4:벲R=*c i+{Lj&nhYFK2YF}[yTy{4 #g3R PM!-O@trjz9P rNC%X5ln+0ƀٚVF..)Lay&rH9aBy@-}j؈aV@4:PdyD)Q}F_$IxYk x(L_WX+71!mT!FFHƭ&2#X8 TßC,&Z^!dk &ikV$!5+@ + ] L c`!P<hһD##Di(ύpwQ>BKF;j3SQظS?l4KNc=[>ǍtR٤=(`\}yDs%vH@U' @?QHʍ'WuuH10Q 09Tut6+1vRiDeRFLbc2E<%ZGyA˛RBz CO:Jr)bt9a'VPc|v Nn Fn LYZ>/֓u79ϢP.J}6@&m8m2t̒ne_^}"]Kh,5ͩk`>7u% Z϶Y̤>]8+֡LaB|RxS2ިl>Z@6G?~<~9J Bhtfv-$5R>Yٽ91 3K4X>6x|0u_Rx]1a^.!heeױv=zP `_-,G ValA?vu 2c9nA懓vȈP9iڬ~Əv͞#FLN2havNLt}uGU$(]Rtp0iY[K 9c 0WMn:"V?bOI6~QԬpiz4 { .mϒ>3R%A@Kr,zA8JMj7ޕoJݾN|Qg{Lbl4e1g61qe,2M]aˠe9 DLѾVD]H&FRX̩5SEVT @#;bj,}!@'5cL+Brȳ}6 =V#/%}Qє e9b@rҲ?/ Pr߰/sks"#MƸS&ȇtYhF|I &Bd$оDͧ,&:Z#Az49 MT!Azh7lPVrXMMm>l^G%W +J˞a8 .z" Rǁu[hT8nC]IzP豆uDj+\5 د΁zpօ3p,q?+ҝnM wW9U^h%sdjii ̱Ot%O$s~HMKBd#c J&s3׳'s:$s9ɜȭڇkY?\Atҕ|2jy&2Pr4:zV#[z =޴[%x5RkVҮoJlakKl>|5dşJqfcO ,7xm`Syy NcLqk(U\>=FҎP(B{swdYkgxS̜08vXNZ=WAC#*@6y9ӱܢKB,!P22jYi"%;B+A>L>IT3 v5[%( 4*.|3B= s{UcwNYkFh&?"b2}5E5le(C?bLu0gQtQ'd$NXP 5 -H?!680.e3,Y4- kTth?''f3߸IB  &g0SwxB BOaP3}d헧lvPI_vv~S(/pשK]CP+LK0Q?!W bt)ضo;{WFQP>;uk?AFXwPw=:.}'qI1 Nv b#7#q%>aso37\Ļgě㕀!y$7U?X+餲W-Q= QU~"輞neAAOt)Yy~LΛ׺gP'L>1jg8f>;1ىS,˹>mg_ܿ$59c RB!{U%-Dۻt&?!% r1pMҫær)IU*;bPm*w(qc zPOvҊ T{bhp;ԍ:G=2O6Ҙ܎똓/99Suri^#&plrj:Gv JٵV L tlKJPPVߴ[KT!@ c=(mvYAi۷o[=h^!><P2huc9l3|>߅8i (}N+N㓿9紭3A.IPy?gE6e`WMa 쁬aZ׺i떼ZW,(j-@AE!SKT^CbEb^`uM3;W,q0G q/`5W(3dY*RBL}e r#UP]zb꽬JT*U+`ۮJ%vg߆e2{XVj !$Jbd)^"B j۳`612?%h,׊M%67^0zE,I3(hldI%Y{Y'CeK䱲%2W^Y ܖd2^"byj|<[LƩL^LQ%""HSVsG#l:lN7OO%+qéxz!u{A:~ƋNJoL;BO++g*uʝJpMT9zZ'`;H rJ<\U=Q`5_}B"R Y>l5(VP!:‹F:~$0tZ3 {!B-tX!?%ڎ;Éj{D_xJl8ǫY7%Wnn7r\ "0,iwU$/ ;$ңX08XG }dCeddI[QZB Ј~yhy٩W]>\`ݛu="ٗTt 8 ",:݋)V&hoB CfܨҎ9ZFF\v.F.T3gF+ɥw{0.| -~^sߕ7d[9J1PxDeΫNu)Uw<¿`&㉩:灱M}5+u14*?ދ1;txtXfK{@]4Yt"_&lC 6 A? >}K,zaG]w``؀˅MoH))ۇor ndeu=r?KzJrB 腝?g:|v͎XfsNɲ5Ю] 9)[#|5м@gpykYabxL ۂ~.ͼ%//,]"(qxj\@XHt뮔;_bH–tIIfH$*s%=_΃%*'xEi>wNzd@2xx/N(SlA1(BL&G#yw*Uen"ZXQG9ǥjD(YPHyK ĻoIx ~R.U9#: `2\9]~AUu@)F;0i00tmPݪSj~S : FqZDꘜ65Џ#!$l,'~&牻DA8/;c 8lqh xpx6:jS }}%lNn 7}ثk̬w77; ?,I~R*kGj.B]SQ_uGWi*ʒ+g-}%ZyqUy$z8&^1;sou^yTkI$kI>ЕIP)JTBX|\V١? LWݚ]N=^xо{J"v~0YڝOA]YuvU|?..*I;pY !qZ *n@[RJxn} BUKAwJ *`?+G\"DX2&t`om;?\a 3f+୰ Yp>\YЖH9W,"^EЅ5y%mӹω'fFL e fBȑt1jX{G tݐLXP2 \,O!qW'HID4. :Ѻ^~e~9wYJPWfP0ΒcSA*U/:i$ԝC#A1.KWU\pyy᪂JE]VPE)[6R(JڵJ)!}ғ:_<|u>m7% hhڈ(< %PW@RIj X t,z-B}=OڔIlA;*1- *GyڋCO-90u׽h k;1تQ'ERɃ^lNڦ52>9(ϊ:9${ҨڌQG;W 8\P)t{,@}Qg}~N?d?Y: ħ~Уe`\lFٝܞQ$cPS3Zѳ3yt}qyǟf_fNb])]U?y1U?}g^lIӎ^gm$$M%!ݞ:;z)3ӏe_ 9^.ז ur/ZjrE@Z_u[(+ǰ95oéSw^˴iK{j1NLJtMa:him}SF}:x}Gˈ2f%ywT@ _sx2'b}ۦ:~N`x#߉ 7<¹- :WG}vh6EV8T9C}hKe08Gi7g߬wx6cz$t% 7/dlͥe#B|J!'f;4BƔHn_O)Ht"vki`i[/m)b\HNkk5%W#g}v&RaQy k; $V/ѭ kë//6b{:Z}r]`}zDS981u"yVYO#&^FF|myT^V+RUيn -x^L=-6&FtҝC =qJH9gEӗ+$c$Q$MrT.KIlzΔɎ}+_6Z6M@F98.*{"_d/|"Rt_?(:*j^ /[AF`P0=!0cO@V OL\rոJpoί"lN^YLQνje{2SɃ>f_*5JLEzƫf5e"L}2>t(PU ՠ:@S#6>hzؐǜjl%B|d"C  o:U(l+v)~bp\̸-q\w7;+s;L x+ ʕ}o`/z,进//|yzt<2"됝 Z`J爖<0-_tx:j 'aQ(Qh;``X*^%8-U8Z<].`'8âcҁ键2p~훊]T^x7Ov}fOW G;ՏGrͯYWK[^'m<&mƬw8ro' *n"7q ǽKE_-u@! {oczZOq9g)ѝ3eR)3=G}H`y[7׮C©.?jH}w>L+y0ݖ ܇Gs]Ռ_eVO8ؕ$h:'~[ wod_,{g['=pɏJ?S9D9A)VJ땻'וϔٵD8̓2_e;/dBO|TqBӥ~<uEĨ/ؖo冽=^@)xwazޚ Y_D0f։挎2qRx39߁s2r U|m@{ ~Vn~m!\MZ${Wɶ~#KcbFaZ0Nb'Nn Uφ6N.2/S?Bc{H2ld93r9EP0PKt jı20`J4=^B|n)9YT?Z83bd1ø˱8 rZ?hX$di}'Bhҥ?o'<ڣRɍ⡥bwOb{<KO]'/Y-KK.J{x/{׼;J@͑2 MƑuioM͒ɔlW]?&"{,}iAnʅӣ¦tϿ's8Q&-t4:{tծ[aP1k^Gs/s/ |𤘷N/(yhWuAcĩZ]/?vl,"%ؠܭ\$H w BKjUޟ-s*nQ^F<{U_q0& YdĬdb.q&?1b:S,81˄5jj:=_.,8gAH0,(M 8>Wp!܊ܙ\Qbԑ:K?h挢+wG3PA띵'$ wFz1&j8a%2K[qq;>EV19f)+ׂOuhN,+bXY4pV|!'p'r]EDD:b7O0-bxxxX$v[#n=HHb-qL,oG gi; .ҁR+O:_J*MXEe'%N}Y6GVm핉dPvGV- 鋯hR~,\}+UL]Jv: ~QI?qQ{:j*MTU2xMq}3M͛Jp%G͎n>62~Nuœn] H 5ǃȑun2.#RǾo(Ĕ$Mh.=/4u*W݋ !}!UQh_$2 ,x( s<ewʔD2G%tQ@j)i15DG!HnZIQHRPr(t. 9E$< yE|"#:`Iwh<k{U/z4UtDMl# dk,\cL5,1vp G;6p ^0Ec#uIMCM!¿-79>jZNRZ$t˫Vt˺ U_Ϛۙ"=Ew:R|4٧ZwmOay W);Gy!pqy2CK{ǘyT`qmp5vF%|2ʎI Z3FpTHEs}Y|8CT.mMuf9RDjG sSyy]6Q~˷OYik?Zw57 ]]MFL}RꙇŽ̼/9twXErQU"wzz%59Λ/'=GQIbD4-qJ4aObu ]b. &'px %ԩ#ҿ︁\‡?{BtIw:n[! )hi--7lPPy8=[pIZ{4H{BMw=d3 z;to4 F `ؠ6`qp/khMjՊlSf`-u;0,ddnĐ>vG P; a\sglccvK$|x'ʧ8b_:/5Oԅ3;ҵWrט&B \;g>?vby n1x x @ BbTrj 5ٟv@uwk\ REF?)jgJ 2̻ 9MVb,58]sxo( 5TMh87Our?}CpOͬ:넥IU>nSD3 ~3#LrЦLXZTLtL=ci8 Kkeb IF|T=5G'7|>55+c2ɛ2M$a&-$DgĕLLq&IL)!|i>b557z;lxԹA$VB70Y8kGFomw $[@(qCYkb; got#rJ+-3ṵBs?*(3Rfl. a{ :b~|ݙ-#iN0#w.L/TZ|.J:08=жMh()t ~O{ Oާt?nCˋo& gfѿ~* b$ og9zQhYQZ )LP1Z)t,LdQP[V :n2+bj 3|.ꂒ8/R/R R(H LdQ, eB RDEH[KsMz GUI% 5-/?D]/DL-A`" f! .. 2˪FEbL3kO Isl,MYkX1ȑLMRRejeynOrpOjf|ǔ)ɎoF KפXi,;ZT )ץ'a$4@j?K`.=FwJx,ot (yg'FaQ7:z|T?fq7;ք&/FzËxRFI 0Q捔yjhFڼI!z 1!Y V!dK>fD+>~C?b&%0o21Kh9]Yyw 6D[8km`\N _`ȔaN7,<4ݠvdZEfqvsЁy$m\qnZhzanD4hv4yMrAO}影6w?hoʯ/ q82D>[+c:҃*9Xg+끉ˌ0>)DVG>^Ȩ<8^Ytޔۼg /6C5a5t׷Ħݚ~,cnbcq?镰~W /Gm\Qj;v6 yUo|]Eζ7p4s%&Kȓ贄G횡' ?ǤjFܱsi#huYZݥ 5㥓YRKeFK#OJx#+-rdžJ{9YppnQX:=DO 6H Cd!r!fjKfjEu{ޢAˏ:u'ҤNJDʯ6T!Y !䥾963ġhq8C ťb"@tK%'D4IX0_I>JԤf)2O)klT,{ϴ`.a$*m"1B¥Y'Sb^[oY`gso*d 2\T΢1844 簣k8y AQ h""/gkS#RϫX:DR$}0}Ly$A*q&s ӟĔ|*هIgO̟8R*P"b S6coДssJ<Ys)hx~er`nAKm 7K} KRVyd%8Ϋ茼2z%o+/xyxxyj3>ϯJ6 Do+ b%n*$ w zIM X*2 G f =de~i{PX7ӱM)JYĠoړ9NY*j"pAXj:4IG>EJ| vj )Z;ՑhR)*m5EuQF2P\07i[PrdAN%m.UF$RKc㼌_ 5g%Ҫ_kIVYFƁmn@lи$\T,׺[S%XFwM3=^8^U`ohFP'3f^ )>X(!j+Et݂$('W-*K;7aT0e~즰B \PaN9$)<<`.KO?Uq}7Y1ץtV0Dn|H {2nw%!1a>&K H3}W|;T3[]m{&ET9#$E2+d8'd `l.#!cU5w'^M@FƢlcb1p ۠3Cqd c#M:5H3ѨlӾ½;9\/ss)oqoT ?Nw8)3qe)sulk'Fy;VM7"f%},U|x<q?-Q9Lk% [*H%O1S\@q6w\-Uys4Oڜsxxˤ{y@+ ,QI`('i S/ 8' b$R\J ƯFI%J""Jņ0$Qj!G_$\x0賞$饂ȫ5#Y4UcGnL#Jϯ2Z+RXoxU'Iq䡸VYl#3X<>:`䘤@r[B"QZv?XY>XT_OזJQLZZƊQCc}ԆȥFJ@_xJVY,OvYvOJQ&]41ЛuKB6|އoo{b*YTF'}AeQTlji\^*uB_{121j:ݏ>&(I$4M`9eM|ObLl8V P'ܾ`!YM ;>Es9|R#PⓏ)Ϣ6טkuoj;=4h..E(u&o XxKIVK?n˒'eWenfָ/E>;\)*J- gi-b>x=iJ |2R!nr}X3*ofMnO<#EBmTHV[T䢤.^I r#NTlE͵E Zi{P|\A^As58QwYO_3M3OcgDiAG i`s_Uo*M||J?4?c@*i&iI>H|hR/;tF]ѱ\e1cm`$~q*e@>ux8n% !pMu9u `7$"ΨRu6@,h5ry" {>)&x|lgj` s10;ma'eo٬ϰ: :A8s֯x$;j_Xsŗ[[%9wd sH\`($?7%Il3mLbBNW}f M*Z4OaDZl[Hڏ(#9۷5ҏYЦD| 3dnh5 sWŤsα',l%[-%l;A Sض{+Me/kB'T^lWs~⏰Հ5pS"\*T(#$ak3-eZ¢mwU>Q XKʰdT{z$Q!޿h]BuMB^g4ۗFָs2f:{DE7Pu1!+϶*+DLSbD%.aJSoٌ"Jr%$w%V'g>Rr1cV48c,9{z}7˙:zCapu4EzHzFZp]T*"2m8i{̏2 pRU}ut 5]1z@IɬU7(F6أ)4Zm. '9@WP'2Q-L_X!&OFJ>KW)#qVvjBfWukWD-;@TFm'6Ǜ/l>~w^ڊͥp[[~YX)0WYlyv0@4.^/yƟIDFk%4Ix`.;o" s~IώX\{,V9;R2jx$%y%$%xM To7yIkT k巉[2M~Ol85rCAFY'*vBW!W&™h֧HW4DF&fֈE3!&Z y/$'Ps`!uxxpo4$ M{K|J'S%MVtf.C7pgo^_zQ\ȴd #+6zx$x`缁3op=oǷ ߆O%q *MwzS`9OE1[Et (di3˙y|`œ3^./0S|1N`Բ4c6|9ͼZ >]Oʱ^$ V㠱SNk]6E TRd}(ݎJA=BA?C_G2>tc1Od3JTSҐI޷κ(kcb1&1,[mvckAЙQWu jmppǓXR=XKpd+0 T;ՒZA+Gۏ; Xܩ(܇"Ϋ6h zSy`ϋG nӂwxl>~ˑ2N4__'W~В~^_1LwT' yTɱhIJ Dnh^%%B< P[TEM3 .* qyL-mUȟXqRuO$o5qԙtcerO#{\?[T(SJ_ 8F$i\YoS*pL0N?zDidF -+flӕO!cle$.ӫԫ$8 SiҔBDv\u W?'+N_4iz-xYwӟO-?Y?/O?Ty!:]?qyⱲ=cÑijچwӃcQUXxe8Rb 'V10.}Im I7WM,YX:]WC<}*YvA"TJCPe/5N)?]͜/mH\%R /V]V]n"\, ƞˈVcq3{ | Tb޳C=v.Z?>:~]iv“BK>>.{Wt>>,&o3%ޙ 10W3U9LO}zq1SX1lO0gA/Y-g""8ޠw#bdʦ#3A2{0L\lC:E?+F;JE|OӺrmʧ(=JLfJڅ^J߅:-2ֻ;QgDi~ -ɌӗionWwwB'pI)fvg  };8p:/t#<8W9YzԽudU~~ܥ32 ~ 5AȨ5I%.IKRo;O)oi؃9li,p(e$ & kq~Ʃ$hԁW[[3Wf[ʀV*#n^a_ ֱH˦_vpV1ͦ Czja1W$pSDj,}KK:WȬnC%$2٦<+JkG4J 4YI7jͲsFtU]sF9^DG9yVy0a9LG'w@A:6*2z>U#ꁠ @V}g/2 Q$,d0`z"R] ~^ں>ķP 1` ΰn`mL ;辏U}c}tV>o5ټ%Msw D+(YGZ1f16w^ߔDkN!]QꞰ鞐ɯaem#ElUͿ*Fo2 HC4'A` oT6v}Ä]r]6a}@mv4M:CZ;Rői;h \n;₇l;Z/ʑ;Z7^_Ҟq'> V?q1PX>[y<'Q7y0dc=WLcb<#5#uFՑ ~,Rm2TV[,ERkhuZuڞp'[:={Cfj^v _8Ht pk[/xRǥ)B{:`$ vBe L=T|B7<2 |LeJKЉukl:(*B|Twҧ+_Qk5*񚰊Mt\ h f.an`zf4Yzx`O8:ceo>?o7 ݞF ^}:{EX7BpU [KМ:'8Kmxa.GP_5Ch_VVQ<61VK}&Q>^r5ͺJj]k٣kAںrSPnAs.lTȬںuwO?WQ#qc}h#i+{u%j4uCLV0Gں[q ˕ :Z{*|}ȕ}6=Pp(3x )V*jMќ=mMŴS4UEUp1} {)Z䁱Zxm+^S>BM hV9xX0mtRԂ#%nKx Ɗ4hC:c`l ?d*GCO4=ƏAk?2p<0 D ѹ`py!pŝ9`\-~=I !~G$}go'~~ ,=~*|U^]h|7xJuOߐσhʗ@X b=xj8-[!  ! !R C t b/>!DD:~!2!AȂȆQc"\<' NBv 4 C\!(((q D)Uk~_Gtpy_/漚lkx}2eMtiD)w >3‰ƄZ +?2.D}j_EJ|ǯs$ k;-|[?~$`;]j\}wU XuI(ӵ1!B /밾SrQ`f;i\qcM=8~N_cnWbܮ-U@ .Qn]BŨI _d@(ld Ē(c@̎".v@qIn*nQJ_^Í&B۶ݏubР_ݶ0뒭bIOIqUGN"@!}tڐnݵNZ'6(qxt;B᾿^f/㶒}?vwzJ@,4]g^NJtY?!_GhQ:ׅRp/l!gw^:$[>ߵ=_v½/;;|K &A" ">)Lsih&!\+fr3[hK6:˾Jtos.seױlֱ]yv@[{7#&lnBQHb"J`k@SnuhWw'QvU?D,$REJJ |!07?:<`Sڼ;?2?oB!3]-स !r p[ /̜$ʘ=П?4r[f+En$R۩m:i[t?7z(Y\|GC616:o#{t.يWdm?^6C.QP6 ?Zvfrބm ly,> &PͦA_޼ʗyoU:"<+B54\*%ÿ;mϷO*6ϫy}(qi^uw};e*iW|3};̷stKq&8Zfu[__ə L Dq^GGXljP= fT*:hV!P]\s;,~姮DBlshaP-?=W|Gs:6V]**N$;a1DOY'SoAš'\ |4l0mOlLU:IY>Bߥ?(U,P&!7?~~W@#06A+#\/!o`2(l4yE=]6ZR;zP61 GQo_vJkC(luOᲛdmMb!pؗ=lkJr!:BKhl$ g)yrOBSO~D6F" ?^x:_b}/)d3 {B D m~B(Q #ʾ@M>5?p>^]󢺻L 9H[6-o案<ԿEO–Ր2v"aPg~~=PQ|;7h?Qo@ysd|9@(A&3+fSz~Dە؎qބ?ڝk{~P6]/=!AmU$ zRL{܊x[֟4E\JC.\vdX~ڻrr0v @g6ԟ†gChK9$ %]]7?3 ^t'sI'QJρg=UPP#T,N3Eрm"璙 A XLʏ̕oF{n m*\V7e*=gyyY+TRt]b*& ;&?Ma[aox(ij^:뵪KXrJ [Ͽ?`[m>.Fevx02C>RsyUwx7?:6!-`DϪ?O9hmgSo稡쨑#cc*r;*VUkN F5ӣG},`]v+˷3S'T?K61_u BO?t{";hwr{OϻQE~͉v_f ?P(SM]$ZaD.5}1o\)\5glbF6}=۷5x|UԾEPL6;ƅWV@/"לri2$3YΥ2OUdSe >GŅv$z2 6/D;N?O6l\ZಹGԉҨ GEN4G| +u{xo~s.!ezcCri:-7R4 'PGŅgTG4; ? %\Ǟ(ꑏ _l 2aOLR,aNx{,Du"1(# |[hABl <ǿr: ;]ƿF< o}]³{{?!F"IPBv}ņȹKZ $!i$4vVmˤBP6Eji@"JcA$d2Pڊ%R9h!m[yczg{of7;y0)_ՙ7ozL |*kn~> ;oR쏀7<:1V5Å(!p !5+ҡuP5s#~_7Wmmg}| lǧq,{^r;->3@pC)fGG9ˀeIsɰʐS=YcURTL2cYEd7QFa YKx pa2aHic4 C#]^p`=S6ʰ79!+ M&QlF!dZ`ҘV MH"6,Ll> 0!;`ɐwlh'aC<<<`R(ʱM&QlxҤ>cCf,{B)gސ,Lb{9l8VޫE:EZĆ b,+2l؀e"2] lx3F᳚؀eް:<^%{j>۷AϷ5 7[@!8GJkXem\}uGjt4k[@Hpְxe\sM&i9N K4TǥN^!͗v[ 8sAcԙT;kj#5-36[4i,2v+5(&3opSʸDGV+H{J빚gE~宏w"nyƃ@!0RIJ_ߵ\)fKACv|Χ yd eŲL&+W5mpOs1ƀ& ,h24#Hu=|݋% ^v6_o%]-!w{98qzM0G pzc/esAkcp>^\ԘNv ׸rc vs߁ag{^OÕuoMIUg2]ito:IO~ȯS:yNv!ɠ,||:: U}wF*Yʏfᚅj<(_ﯳr e$m|!xPsǣ rңlk<X6ZRI,3V0'2Ϟ4+$YE醊mMK1(\4g5?FΩ$A:_m4-Wf5)hJ¼?n?NA="/zPz])iA/^)G|a%kvӥ>Eˢ|XeQ>,'(XU,ʇCsb^PLŽZU/X)"]_>M~0uaxY+~+axҫ[,G|N4bDQe2҉a張ы0!\IY~3QY2Q>,8C~k>9^橠e@qe, }]㗟e jS5~9^][/?2k˒!ʇeCWa(Y%|y6nokuA94Z/yPz}E)VNj^ʍeA,Exђ#"zfΘ_5(M~ŋ ^[F_(‹(^OGkşE"tN( εX@Q>,ڟ(O\/O''ʇEâ։a*޼,/v|eA۴zNmΉwM/4Vxqkv /fNPp5//b"ʇ@♈I8#|h̐b}]wL--x?9弄%k~E $:tc[%^kg3=}=L6ar8\mqɘ6k]ڲQu'Ufu^L_eVo[[)i>bޡZVwV[dhdVo,e`:^՟P4gzV~!ƬL flwx[A F]żJ? 9ڽ8q8%]P/HL"W={{~7> K,)S[ןuđcΝ^b1oVVel$C~:ۖqkwpbMh &qĺDc)>ܶa &+P$sWPWbϟ>r[Ǖ }w1}xi>OA#"n~0"dG}-j?/ zF(Lw-YF}˴-sG`o5~Sg| /wohio3vYu[j-|?N_Q!s >P Cp"xMkTW&1晉cLSUjCnZ0T-5 FBelRLb& ?@7h஋VV]tQt݂RЯs?/I wν瞏{ϹmoB+Ih C@+W*3^aSq(Я. }σU=G. Е'^#ML} W ؀"Oy`Ga8 ֬?C9-Pejg5>SpFiɎ ڇAM}iU\ҟgyE+nj| Wn6񤨥ay~1429W?ot#D?2 4_t$q}P09 zx x/QiQ(?7+:iؗB?ԡ[P[!|pltl0Z/L{aO>Ko;M?;ޟ*_'x^ȕkro$LE1cy/98# aӰSm5aPsLNǁcű$Ӥ|3jhJv;c8/@h `]SGRW]GZy$/VoG.᷺yqrǵ!9jjס=B\ld3{?z߰ߒP~侳9zL1>VCEwQ<@[M.ܴ;q͟9zIޫRoOߓ1ϧSmk+oI$ô+k-RO&>/uGIIlaz̧w71QP6/~;bг>XYVv eG6@jwa qװ7]幏gC_>[Pר̏"ߺ6YЌ7lonYBXM3\=pn}=vW_WpDž]~݅ᓊkdeV~E/r^)oW ϟ6??$?֡X'I_AxYOSAW>Z>jU0j $4Q*FE#=Sۊ-6=I$O?D=aFƋ5Fc 9alx-E_B1fvvgwgg7;ۚ;#@Ri7j-N.Ѳ_|^d+֠!]^ߣ[/X91eڧ嵦LH~Yům }Љ;C.;*듅ީ:n.9'3i\:]K=]X~Oe+A;P@DŽ?ɘY5,-W,t:ҙq=X;hyW;A 9բ s2+E@_hZArz+PF÷?4*/cUDvױ)^}8>M^3o0)DժOLrk#XNcJ9iȌd]ɿa#O0)mkBz$nhDh MhrxȂvx@6Ux{|𘥎[3HǼzfKoO1̫& wx࿈Őey$xX]h\E>3Mo5Z%$4)" TBҐ#!%d7lM۲}D1U(b(fR >DEmfs7F\;33gs4y X/%(i* {J ʾ8 "'sn2LW(O_RN\=XgO1Jg@ ֫q`v KY^cᤌ$6̎^4*]9p/ַIp (,\[˟\[EZֿ {x<b5E?f. vpnp_Gz) T}Q?Xx. rHҟ#h:?|VPܡ$&c}ca$gL"  k$2-鲯砯1)Lb1z 2Ah8N}/*jc*Y쪥*׏Mh45)w;1na lX4{H!S`n}ߔxGo+B|]ߌIG/78! <wE"WET5K4I4Se҇7Q Sxm ?{5bΘxdawx4X]h qSL4^Vn4zX9،jv4>~T=yň']Boƫ>]?n傷ܰ*1O-|ܳcsv [A<}%q*eQM,B2/F cӹ#JvCgׄf[y YHk]Hq ],0J3MXL3%ǘQUJRօ_yCؑ9Ν 7W*:ϥ[su➡3ՎUbv{F_n񩦗|n>dڭ Wyw-zZ,}oܯV6H_L}y?*2XxXMlTU>ן3-B.]Hڡ-nLؚHZ6 3NǷ1 d.pc`A+&.Acb 91}L ɝwsy{w{]?D%RI@sNPA:nRJR4dC~(Я>L@EW陵 _|B3=?v36*&G:Wli'A% ٸOOc࿑7C[14x_ c!čIމJ1z:NǘR-ٿ{~۳uޟ$~vs??t`MgBZ)LEgbapO˔f yGzHT@zz,kO! )RK:mں@b~ٞsgzM.JAY9SK;AO SN,dG:ٮRr-@GuS[Omjmqʽ#oY6q1I&ߒt+ t5s7j[ZZl_=_1o^{3vurT cOdJG9s. =x$׺vE:6;]o~_1OBT;T): Snߢ"t!G=eD)r'0<< aُ615_yŗfƃ/]=;_qg+oz&]'e!CP_|{AEpl,׺#U9^<7M=op\#/`şzQS`6]D.wf#yGqBἲQ`vIS_bTPXVZR+F eDy/ݢ)GB|@cP4|̼_2y_iO]MzY;od }=w']'s}y<in >xY{pTco6 V+m!Ey` $W6adXBJJR@ԩ2SXqZZZ,*{&$Lf~w:|u?=6=Hxn\@TQٕNQߙzng!fB#KLA挹\=z,۾K{^Q2}ZȩO>G5.kr!PٺAU\p5?1O,:~X '?;7!!{n i6PQzzO=7~G?u+r{W^Oֿϭ€E 4NÂ{E.6.C߼s? ['j+ P_b='{StoOe;v /0Sc6__lKgG~<^M[O|,-׃Nϛ|O9~9ܛP8t.9v? PnOP>yo,*ɾ`?WuFT4@֡񬊉̸ŹYP>5p[[n(:_kŃyxr &r;ʸkF));_yb~߻8WSL0Z@1,5kBBbc&` 3\yi޽25 }'H:D×9|t93L1#͒\ɔ7{:|%}gx9W?gdVQ< HȈ8R6!*rdY"PM^sU0զ[X zTr鴒W@0ȰqMaW4X n\[Xe#^n6^^ҚAp.4,1%zXf5h3ͭTw}o{!Ef4 ,Jw3^$W,nkE=~u2DfYgq^4JD|r"yG{ޗX"߳ Ko4ktK8?熨y陣E; /e.Q !CY+* s҈:>fwܥ(.Ms+DCT &pa۳uǀn*X8]ke7WKQwjK#DgǴ52]M͠(>O7ae.o-DVjJQmSC&ns0 üdbN8M*| ij|"ڊt[B|pyxT5ԖDTS<lnq[ki4<<*> 1y!y,iШjU;2;J5KƉ7&D=*]K3z ¦c ciBW\38hhW9Lf.5j^6h,T\%BX-nM9b,R(k "\I*DF6_N p']Ysx_|q /_ ^8qOx7x+x >88zuG ݋؏ʝz?~ 8'(S.n%}(ģ(S8a>(ev؈hA"Q{(e~ `zOfqۈM({1Ga[hD=2h~_"BzDeBFjD g^CVA_uV"^ ĽobR2D0]  l?kw+.C~:|sMig.,u3ju7_n0mmWYԋo'޴{Ў {ѮA{{zѮA>A OxXOA3[ՖJ"ĘD!j(4S@K3 (^M*Gnj{.u F#}ofv̛jX{p (ǰqD@Q_T*QTŮ z pMhKi!rwꣶS_zcmSaRμQ=0ēQYC\qw}BtJ䇱R4n10&DQKcQ>l_j&ׁ*ϝuS}^|{;Fq0k},V5%(q AuftxjH CY,&a'bXV~łjNAg rsyJ"!2ΤV<5e 2,$nL acbFq&sIjhA|#g<`}&뮜5vUI;&.o29^|e S{Y>?|nĶz'v:::R'>qY肍ayahQFg14Yt# TatuDUt O>JuHTS 93պp V~)cD?hF;߰Yk2079E^7].QKVIB!!Du(]Sঈ_΢qKB 2⨍FBɩLnM礇"|u`:2*͆#x=uv>1CLaK?@5ҒU|IE皻xY.xKN|x. 'p;P_&kLA㭓V1E'.ˤ.nNN%?iaM75@ÔЖ먅iZ<Od}}:XqA-|6%ZO@~u*CD"}sb58 pTB5t'+TXfsWݹ?FX"6gBI3D*>,aHO/}8[f9>}6$ki<4h- d.OfMJB7+ ?h:cg_ēLL=lLCp7/_G@xXMLSAW>Q^Bp11<8荢Ek(-PlC 8q4zA*0$Aɿ&\<ufmiJWc4|3KJW>*_4:NؑRǐV]rl3_/-.<\h8e xB@jљAUc1ʫ(\Ш 0^E+!UIfAEQ(ղ2(ٯ7;:!Ў(r&4܃$O1yBA =:/s7.D}`|OmO&}^lNYo;)5B:ȸE$-,M78~HоSjLY\X5 ̵̓mܡrGr>@#KB0-s:JLN !*,J/UO[ j_zt.WZCuu+wDJp JLv@"Q*oZ,sTI%'\-* 02o5 80504n78v:;?>CEH>KOTX`\];^peh lbno &N0_T0q_svxxz{CHG~}ߌo~el@,g%,Paqx<9PJl 'En > t,y | F! p y-q 3s t Ov x :O?y { ~  L H M ZA 1>0  CFkH 8 XR0M Vd Xip ۣ qsq@ v@;{ 3~گ m-E]u   5Me} "$& )%+=-U/m13579;=@-BED]FuHJLNPRUW5YM[e]}_acegi l%n=pUrmtvxz|~-E]uՓ5Me}Ũݪ %=UmͿ2 W Ҷ r 5 E F > j o Rs y >} v4zX3`I. #    (  R> BEquation Equation.30 Microsoft lQ_ 3.0Oh+'0 px   aai04-Bayesʷֲshizz51Microsoft PowerPoint@P@@ 29@@fU%Gg  P &WMFC lx  EMFxiU"F(GDICx!b $$=='% % V0xx x % % $$AA" FGDICF(GDICl.wFGDICRp@"Ariald[SOaxx) [SOZ 0 t{A0U00{hY)Y hYhDdv%    T nq BU% B q L`2009/3/19+w % ( F(GDIC6ljwFGDICRp[SO d[SOaxx) [SOZ 0 lat{A0U00{h0Y)Y hYc h{ hdv%    T`AnIp BU% BAqLTS_ i  % ( Rp[SO d[SOZ 0 lat{A0U00{h0Y)lat{A0U00\| h{ hdv)Y} +w&}6>FR(c h\| hdv%    TpLn]p BU% BLqLXؚ~N]zf % ( F(GDICrlwFGDICRp@"Ariald[SOaxx) [SOZ 0 t{A0U00{hY)YhYhDdv%    TTnq BU% BqLP1 % ( F(GDIC!b $$==_88833% % W$S % % $$AA( " FGDICF(GDICFGDICRp1N[_GB2312d[SOaxx P ) [SOZ 0 P ( t{A0U00{hY)YhYc h{ hdv%    3Tp2 m BU% B2LXؚ~N]zf  % ( F(GDIC&hFGDICRp1N[_GB2312dN[_GB2 po ) 1N[_GB2Z 0 po P$ t{A0U00{h0Y)Y hYc h{ hdv%    T`&*I5 BU% B&4LT,{mQz?  % ( Rp1N[_GB2312d1N[_GB2Z 0 po P$ t{A0U00{h0Y) po P$ t{A0U00\| h{ hdv)Y} +w\1}6>KR(c h\| hdv%    TdV*5 BU% BV4LTisct  % ( Rp[SOMd[SOaxx po ) [SOZ 0 po P$ t{A0U00{hY)YhYc h{ hdv%    T`HEaM BU% BHMLTS_ i   % ( Rp[SOdd[SOaxxpo ) [SOZ 0Ԟ po P$ t{A0U00{hY)YhYc h{ hdv%    T2Yx_ BU% B2_ L`-NVyf[b{b/g@b % (   x--$xx--'@"ArialW-. 2 q 2009/3/19."System????|??Y- -. 2 qAʷֲ.- -. 2 qL ߼˹.-@"ArialW-.  2 q1.-33--%--'1_GB2312-. 32 2 ߼˹ .-1_GB2312-. 2 4& .-1_GB2312-. 2 4V .-M-. 2 MHʷֲ  .-d-. %2 _2йѧԺ㼼.-՜.+,D՜.+,    在屏幕上显示ics od' Arial宋体Times New RomanTahoma仿宋_GB2312 Courier New黑体Symbol Wingdings隶书默认设计模板Microsoft 公式 3.0 位图图像Microsoft Excel WorksheetMathType 5.0 EquationMicrosoft Equation 3.0Microsoft Excel 图表Microsoft Word 文档Microsoft Clip GalleryVisio 2000 Drawing高级人工智能 内容提要贝叶斯网络是什么贝叶斯网络是什么贝叶斯网络是什么贝叶斯网络是什么贝叶斯网络的应用领域 统计概率 条件概率 加法定理 乘法定理贝叶斯网络定义贝叶斯网的表示方法 先验概率 后验概率 联合概率 幻灯片 17 全概率 幻灯片 19 幻灯片 20贝叶斯规则贝叶斯网络的概率解释 幻灯片 23 简单贝叶斯 Naïve Bayesian简单贝叶斯学习模型简单贝叶斯学习模型简单贝叶斯模型的提升Boosting背景Boosting背景Boosting—concepts(3)Boosting流程(loop1) 幻灯片 32 幻灯片 33 Boosting 流程描述 核心思想-简单问题演示(Boosting训练过程)算法—问题描述算法—样本权重算法—弱学习机权重算法--Adaboost AdaBoost.M1AdaBoost training error!AdaBoost generalization error(1)!AdaBoost generalization error(2)!AdaBoost generalization error(3)!AdaBoost generalization error(4)Boosting其它应用 幻灯片 49构建贝叶斯网络贝叶斯概率(密度估计) 幻灯片 52从数据中学习 幻灯片 54 幻灯片 55 幻灯片 56 幻灯片 57#先验分布的选取-beta分布.先验分布的选取-多项Dirichlet分布 幻灯片 60 幻灯片 61 Gibbs抽样贝叶斯网络的结构学习%基于MDL的贝叶斯网结构学习/基于条件独立性的 贝叶斯网络学习 幻灯片 66 幻灯片 67 幻灯片 68 幻灯片 69 幻灯片 70 幻灯片 71 幻灯片 72贝叶斯潜在语义模型贝叶斯潜在语义模型贝叶斯潜在语义模型贝叶斯潜在语义模型&贝叶斯潜在语义分析BLSA—LSA 贝叶斯潜在语义分析BLSA 贝叶斯潜在语义分析BLSA 贝叶斯潜在语义分析BLSAEM 算法求得最大似然半监督web挖掘算法(1)半监督web挖掘算法(2)半监督web挖掘算法(3)半监督web挖掘算法(3)半监督web挖掘算法(4)贝叶斯网中的证据推理推理方法概述影响推理的因素查询的任务类型医疗诊断例子推理过程中的信任传播 推理算法"精确推理-计算联合概率图约简算法-一般原理约简算法-拟转弧操作约简算法-孤寡点移出约简算法-值节点归并Polytree算法-介绍Polytree算法-单连通网单连通网的表示概率的双向传播 传播算法实例-描述实例-算子设定实例-第一次传播实例-第二次传播实例-第三次传播总结 相关网址幻灯片 111 已用的字体 演示文稿设计模板嵌入 OLE 服务器 幻灯片标题o 8@ _PID_HLINKSA<0http://www.cs.ucla.edu/judea/(http://www.cs.ucla.edu/drawiche/cs262a/$http://www.stanford.edu/class/cs2284http://www.cs.berkeley.edu/murphyk/bayes/bayes.html.http://www.cs.berkeley.edu/murphyk/pomdp.html-http://stat.duke.edu/courses/spring99/sta294'http://deas.harvard.edu/courses/cs28lr)http://www.ics.uci.edu/dechter/275B.htmlhter/275B.htmlRoot EntrydO) g-|@PicturesxCurrent User/SummaryInformation(   ;    !"#:'()*+<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{}~ BEquation Equation.30 Microsoft lQ_ 3.0NEquation Equation.30 Microsoft lQ_ 3.0OEquation Equation.30 Microsoft lQ_ 3.0r'UMOVVP Paint.Picture0MOVVPr(VMOVVP Paint.Picture0MOVVPr5hMOVVP Paint.Picture0MOVVPr6iMOVVP Paint.Picture0MOVVP7:http://www.cs.ucla.edu/judea/:http://www.cs.ucla.edu/judea/:Nhttp://www.cs.ucla.edu/drawiche/cs262a/Nhttp://www.cs.ucla.edu/drawiche/cs262a/;Fhttp://www.stanford.edu/class/cs228Fhttp://www.stanford.edu/class/cs228<fhttp://www.cs.berkeley.edu/murphyk/bayes/bayes.htmlfhttp://www.cs.berkeley.edu/murphyk/bayes/bayes.html?Zhttp://www.cs.berkeley.edu/murphyk/pomdp.htmlZhttp://www.cs.berkeley.edu/murphyk/pomdp.htmlBXhttp://stat.duke.edu/courses/spring99/sta294Xhttp://stat.duke.edu/courses/spring99/sta294bLhttp://deas.harvard.edu/courses/cs28lrLhttp://deas.harvard.edu/courses/cs28lrcPhttp://www.ics.uci.edu/dechter/275B.htmlPhttp://www.ics.uci.edu/dechter/275B.htmlyWorksheet Excel.Sheet.802Microsoft Excel Worksheet|Equation Equation.30 Microsoft lQ_ 3.0Equation Equation.DSMT40*MathType 5.0 EquationlQ_   !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~      !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~      !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~      !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~      !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~      !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}~PowerPoint Document( DocumentSummaryInformation8HNEquation Equation.30 Microsoft lQ_ 3.0OEquation Equation.30 Microsoft lQ_ 3.0r'UMOVVP Paint.Picture0MOVVPr(VMOVVP Paint.Picture0MOVVPr5hMOVVP Paint.Picture0MOVVPr6iMOVVP Paint.Picture0MOVVP7:http://www.cs.ucla.edu/judea/:http://www.cs.ucla.edu/judea/:Nhttp://www.cs.ucla.edu/drawiche/cs262a/Nhttp://www.cs.ucla.edu/drawiche/cs262a/;Fhttp://www.stanford.edu/class/cs228Fhttp://www.stanford.edu/class/cs228<fhttp://www.cs.berkeley.edu/murphyk/bayes/bayes.htmlfhttp://www.cs.berkeley.edu/murphyk/bayes/bayes.html?Zhttp://www.cs.berkeley.edu/murphyk/pomdp.htmlZhttp://www.cs.berkeley.edu/murphyk/pomdp.htmlBXhttp://stat.duke.edu/courses/spring99/sta294Xhttp://stat.duke.edu/courses/spring99/sta294bLhttp://deas.harvard.edu/courses/cs28lrLhttp://deas.harvard.edu/courses/cs28lrcPhttp://www.ics.uci.edu/dechter/275B.htmlPhttp://www.ics.uci.edu/dechter/275B.htmlyWorksheet Excel.Sheet.802Microsoft Excel Worksheet|Equation Equation.30 Microsoft lQ_ 3.0Equation Equation.DSMT40*MathType 5.0 EquationlQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0 Chart Excel.Chart.80$Microsoft Excel VhAlQ_ Equation.30,Microsoft Equation 3.0CEquation Equation.30 Microsoft lQ_ 3.0DEquation Equation.30 Microsoft lQ_ 3.0GlQ_ Equation.30,Microsoft Equation 3.0tJ Equation.30 Microsoft lQ_ 3.0KlQ_ Equation.30,Microsoft Equation 3.0`lQ_ Equation.30,Microsoft Equation 3.0alQ_ Equation.30,Microsoft Equation 3.0blQ_ Equation.30,Microsoft Equation 3.0clQ_ Equation.30,Microsoft Equation 3.0dlQ_ Equation.30,Microsoft Equation 3.0elQ_ Equation.30,Microsoft Equation 3.0flQ_ Equation.30,Microsoft Equation 3.0glQ_ Equation.30,Microsoft Equation 3.0hlQ_ Equation.30,Microsoft Equation 3.0ilQ_ Equation.30,Microsoft Equation 3.0jlQ_ Equation.30,Microsoft Equation 3.0kEquation Equation.30 Microsoft lQ_ 3.0llQ_ Equation.30,Microsoft Equation 3.0mlQ_ Equation.30,Microsoft Equation 3.0nlQ_ Equation.30,Microsoft Equation 3.0olQ_ Equation.30,Microsoft Equation 3.0pVh Excel.Chart.80$Microsoft Excel Vhzech Word.Document.80"Microsoft Word echxlQ_ Equation.30,Microsoft Equation 3.0{jR (MS_ClipArt_Gallery.20,Microsoft Clip Galleryt,  Equation.30 Microsoft lQ_ 3.0t- Equation.30 Microsoft lQ_ 3.0t. Equation.30 Microsoft lQ_ 3.0t/ Equation.30 Microsoft lQ_ 3.0t0 Equation.30 Microsoft lQ_ 3.0t1 Equation.30 Microsoft lQ_ 3.0t2 Equation.30 Microsoft lQ_ 3.0t3 Equation.30 Microsoft lQ_ 3.0t9 Equation.30 Microsoft lQ_ 3.0t: Equation.30 Microsoft lQ_ 3.0t;  Equation.30 Microsoft lQ_ 3.0t<! Equation.30 Microsoft lQ_ 3.0t># Equation.30 Microsoft lQ_ 3.0t?$ Equation.30 Microsoft lQ_ 3.0t@% Equation.30 Microsoft lQ_ 3.0tA& Equation.30 Microsoft lQ_ 3.0tB' Equation.30 Microsoft lQ_ 3.0tC( Equation.30 Microsoft lQ_ 3.0D,lQ_ Equation.30,Microsoft Equation 3.0P>lQ_ Equation.30,Microsoft Equation 3.0Q?lQ_ Equation.30,Microsoft Equation 3.0R@lQ_ Equation.30,Microsoft Equation 3.0tUH Equation.30 Microsoft lQ_ 3.0iEquation Equation.30 Microsoft lQ_ 3.0jEquation Equation.30 Microsoft lQ_ 3.0kEquation Equation.30 Microsoft lQ_ 3.0tl Equation.30 Microsoft lQ_ 3.0mEquation Equation.30 Microsoft lQ_ 3.0v~Equation Equation.DSMT40*MathType 5.0 EquationnEquation Equation.DSMT40*MathType 5.0 EquationolQ_ Equation.30,Microsoft Equation 3.0wEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 Equation}Equation Equation.DSMT40*MathType 5.0 EquationzEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 Equation/ VISIO Visio.Drawing.60$Visio 2000 Drawing0Equation Equation.30,Microsoft Equation 3.01Equation Equation.30,Microsoft Equation 3.05Equation Equation.30,Microsoft Equation 3.06Equation Equation.30,Microsoft Equation 3.07Equation Equation.30,Microsoft Equation 3.08Equation Equation.30,Microsoft Equation 3.09 Equation Equation.30,Microsoft Equation 3.0< lQ_ Equation.30 Microsoft lQ_ 3.0/ 0DArialngswman003YF0"D[SOalngswman003YF0 DTimes New Roman003YF00DTahomaew Roman003YF0"@DN[_GB2312Roman003YF01PDCourier Newman003YF01`DўSOrier Newman003YF01pDSymbol Newman003YF0DWingdingswman003YF0DfNgdingswman003YF01 B .  @n?" dd@  @@`` h ` 8 qFL FG+>O-6<FIPQURV @W[\/WX-]^ .,/H0?2O36YZ451*-C0EF6GvJKST 1./02345"# $ $      %& ' () 7,89: D'H;'8'4   LMN%{?fedcba`_!s  &@y+    K L}= |zH6  w Ezm VD x    w  `:8 M (.  E     D t g 15   r 9AmU% *k </2$t8q-E82$lC?a=682$sm6D82$&+s+;>s 582$CP(%D yzLm2$S?ToV(x2$X5լiA*s b$dիy{> N*+Y  b$(|9,o(9#]2$2Vil+M<d.b$NzIL u/b$y2AqN2$`Oinf"$4?찚 {2$ .r&7f@U2$:;[XɈ2$ϙ0Z6KKXYW2$;h 6P߬X NJ2$I#ڜWތ'2$HIsu 7,2$ZS$*K2$r.Ua@r+6>O2$Cgv*%~-B2$ccD12_P2$f_)aq :P=2$ ؖ2x7Y2$uU 5Cp7Hv2$-N{mGR+B_2$!=He㎁|P2$tʼ_N UP2$p&?r{+/SA2$8&LM1 'r2$ш?*`~vK2$1Q5|Q=/2$>'}F| "$"'40$|2$>&c*T \12$912Wzld@2$H4\H%2b2$,&H?3Pj$2$ȍ_&,H;Kq~2$dƉ/aE?~g2$ u/{A"$2$Է/b0kS2$KL9ݸgK9v_@2$W5)=Y2$ u^e2.6z+2$wQBK\oXJa`tL2$Y",2$ac.2$f[ ;o0b$˜qya:\22$]åɭf!SNF2$ blH"$ɽ-Ÿs>I2$f!`FiCJY6_O2$@C.%YdjQ2$ٮq ;+ 1Νi}R2$AvnE9U}jS2$> sՐ͉ :jPU2$9iF:6oV2$ۉ#vWL'£n)X2$yOpk`trcY2$7  p>Z2$ܤ%]hCjL\2$'YbhLdL3*T^2$hw3STeX ~_2$)Dw誇K2^aR$# jMzf Xa2$<)f ou-&Jq$$2$ b}]6wPn!'ps2$ L-@犐O]cu$$2$3kHlu5ِ|v 0e0e A@A5%8c8c     ?1d0u0@Ty2 NP'p<'p@A)BCD|E?`333f@33V  g4?d?dUYЖF0vppp@ <4!d!d@003Y<4BdBd@003Yqʚ;{K3ʚ;<4dddd@0V___PPT10D[SOes New Roman00TF0TDArialNew Roman00TF0T" DTimes New Roman00TF0T pp*___PPT9 z@?*+ S_ i ؚ~N]zfO =0 ؚ~N]zf(%33  >Q[c63  6.1i 6.2SeisW@x 6.3Sef[`Nt 6.4{USSef[`N!jW 6.5SeQ~v^ 6.6;NRSeQ~ 6.7Se\o(WIN!jW 6.8SeQ~vncctr\#$! a!!! !                    v'SeQ~/fNHN &63  :SeQ~/f(uegh:ySϑޏcisvVb_!j_ [cONNy6qvh:yVgOo`vel (uegSspencv\o(WsQ|0(Wُ*NQ~-N (uph:ySϑ gTh:ySϑvOVsQ|0 Seelck(WNvQryrv Nnx['`wƋhb__00N[vishR0~THQwƋvXϑf[`Nyr'`I{b:NS_MRpencccOYel-Ng:N_Nlvv&qpKNN08ZT! H! (T  I 2SeQ~/fNHN &63  SeReverend Thomas Bayes 1702-1761 f[>m`YW'`v]\O/fSeve sQNQs'`Bl㉄vċ 0b/fN]aɉ0R[vf[؏ g N[Uv0We ُNe(WNuMRv^l gSh /f(WN{kT 1uNv gSShv0W Tvpef[[bnfbeLaplace P. S. (uSevel[QN͑v v~_ SevelTtnNt㉌T͑Ɖweg0FO1uNS_eSeel(WtT[E^(u-N؏X[(W_Y N[Uv0We V (WAS]NN~v^*gnfMcS0 r"^ " W!\     ]  X 3SeQ~/fNHN &63  NASN~R a'Y)Rv~yrB. de Finetti NSVvpg_Jeffreys H. [Sef[>mvt\OQ͑v!.s0,{N!kNLu'YbT t\_Wald A. cQN~vQV{t (WُNt-N Se`S g͑v0WMOOo`vSU\_N[Sef[>mZPQNev!.s01958t^Vg`ENv~Bg_BiometrikahQe͑e R{vNSeve 20N~50t^N NW[eRobbins H. :NNh cQN~SeelT~xQelv~T _w~Luv^lla ُNel__1\>f:yQ[vOp b:N_;mÍvN*NeT0    "  "  "4"   $"$((,",004"488 <"<=#          B      > 4SeQ~/fNHN &63  @wN]zfvSU\ $\vQ/f:ghVf[`N0pencccI{tQw :NSetvSU\T^(ucONf:N^vzz0SetvQm_NkNMR gN_'YvSS080t^NSeQ~(uNN[|~vwƋh:y 90t^NۏNekxvzSf[`NvSeQ~ (uNpencǑcT:ghVf[`N0яt^eg Sef[`Ntebvezf/fB\Q Nwz Q[mvNN]zfv'YRW SbVgct0 Nnx['`wƋh0!j_Ƌ+RTZ{|RgI{0v^NQsNNxvzSetv~~Tf[/g RirISBArE# # u#!&   1SeQ~v^(uW 03  @ RzfQV{ pencT !j_Ƌ+R ;Suʋe e,gt penccc,  " &   5~is.g6363 X ~is:(W'Yϑ͑ YՋ-N NNASuvs3z[0WcяNN*NV[v8^pep [hfNNAQsvS'`'Y\ Rydk8^pep:NNNASuvis :NP(A), sS pP(A) Sis1\/fsv3z[-N_0NUONNAvis:N N'YN1v^[pe sS 0P(A)1 NZ ZCc #                 (  6agNis0'63g63 ( agNis:bNbNNB]~QsvagN N NNASuvisZP:NP(A|B)0v^yKN:N(WBQsvagN NAQsvagNis yP(A):NeagNis0 傋NNANB-NvNN*NQs v^ Nq_TSNNNQsvis sSS_P(A)P(AB)bP(B)P(BA)e RyANB/fvNrzvNN0 !a!a !a!a!a!a !aR!f                                  7Rl[t0'63g63  $N*N Nv[(Ne)NNKNTvis,I{N$N*NNNisKNT,sS P(A+B) P(A) P(B) A0B:N$NNaNN R 0000P(A+B)P(A) P(B) P(AB) ^kAc$#$+c$#$L,      8XNl[t'63  A0B:N$N*NNav^NN RvQXNyvisI{NA(bB)visN(WA(bB)QsvagN NB(bA)QsvagNisvXNy0 0P(AB)P(A)P(B|A) b P(AB)P(B)P(A|B) ,rqc$#$             _shizzshizzb      DSeQ~[IN63   \SeQvh:yel 3   ]HQis,6363  ^Tis,6363   _TTis,6363  -j+ihQis,6363  1kCpJ SeĉR03  WNagNisv[IN p(Ai|E) /f(W~[nc NvTis p(Ai) /fHQis P(E|Ai) /f(W~[Ai NvncNcpe~vĉ!jv[NWSϑ*Npe SeQ~cONُyTTisR^v'}Qh:yRTTR^:NQ*N@\R^vXNy NlQ_SN wQ vSpe*NpeQ~-Np*NpeHT~'`X TTR^v{HTcpeX0 Q~-NSϑrz'`vc[/f[s'}Qh:yvsQ.0ُyrz'`sQ|(WǏN{|N[g SeQ-Nyr+R gHe0 4ea AW({USSe Nave Bayesian&63$   Iu{USSef[`N!jW 03  D{USSef[`N!jW 3  Ft{USSe!jWvcGS 3  n}Boosting̀of  egnN:PAC-Learning Model Valiant 1984 -11 cQ: :_f[`N{l: Qnxs_ؚvf[`N{l 1_f[`N{l: Qnxs Nؚ,Nk:gsKmeu}Y /f&TSN\1_f[`N{lcGS:N:_f[`N{l \;/; ,           o~Boosting̀of  gRvboosting{l Schapire 1989 AdaBoost{l Freund and Schapire 19954 F            (Boosting concepts(3)  1_f[`N:gweak learner): [N[R^v~7h,g~QGPNN:_N:gsKm 9hnc gNsKmSO N :_f[`N:gstrong learner): 9hnc_0Rv1_f[`N:gTv^vCg͑~QGPg'Y z^ N&{T[E`Qalmost perfect expert) 9hncCNN,ABC,CBSN_vKmhsS[E)Yl`Q\OQ~TQnxv)YlKm 1_f[`N:g :_f[`N:gp. N(3/ N(2v  ,        M "BoostingAm z(loop1)% 3&        qBoosting LǏ z: (WN[vCg͑agN N~penc _QR{|lCt 9hncCtvsteCg͑8Z#Z@"@\        Am zc$ 3 VStep1: SY~ƖeQ &^ gSYR^ Step2: ~Q~Ɩ-NT7h,gvCg͑ Step3: \9eSR^Tv~ƖeQ]wv1_f[`N:g 1_f[`N:g[k*N7h,g~QGP Step4: [dk!kv1_f[`N:g~QCg͑ Step5: l0RStep2, v0R_s0RN[!kpebg^ϑhQ&{TBl Step6: \1_f[`N:g cvQv^vCg͑RCg~Tb_b:_f[`N:g P 30 3E      "          8h_`` 7h,gvCg͑ l gHQwƋv`Q N RYvR^^:NI{iR^ _N1\/f~ƖYg gN*N7h,g k*N7h,gvR^is:N1/N k!k_sNTcؚ7h,gvR^is R7h,g(W~Ɩ-N@b`SCg͑X'Y O_ NN!k_sv1_f[`N:gYƖ-NRϑ[ُN7h,gۏL$Re0 1_f[`N:gvCg͑ Qnxsؚv1_f[`N:gCgؚ͑ _sc6R_c1YQpe0Rg\ (W:_f[`N:gv~T-NXRN*NRCgv1_f[`N:g OQnxscؚ _c1YQpe                             vAdaBoost training error  \t=1/2-Et ; Freund and Schapire f: g'Ys:N: sS~stvX'YHTcpe~vQ\. %Z ZZZJJJ.J             w AdaBoost generalization error(1)!!(  g'Y;`]: m : 7h,g*Npe d : VC~ T : ~npe Pr: [~Ɩv~is YgTYvՋhf: Boosting NO[overfit$ ZZ B      y AdaBoost generalization error(3)!!(  ʑN NՋsa; 7h,g(X,Y)vmargin: margin(x,y)= t=1/2 ln ( (1- t)/ t ) 'YvckLuh:ySO^ؚvcknxvKm 'YvLuh:ySO^ؚvvKm ZZ@ZZ'     $   &  { AdaBoost generalization error(4)!!(  ʑ: S_~]MNOT,Boosting~~cؚLu,N X'YNg\Lu,OR{|vS`'`XR,MNO;`]. ;`]v NLu: lQ_NTesQ0?ZZ ZK                    |BoostingvQ[^(u&   lBoostingfS0RjVvq_T; AdaBoost SN(uegt+R_8^; wQ ggؚCg͑v7h,gsS:N_8^.%7t          Ew(g^SeQ~3    aSeis([^0O), 6363   @x) Npenc-Nf[`N3 qQmR^e HQNT^\N TNR^e HQ~[N*NW S$N     = LSeQ~v~gf[`N 3  WNd"}ċRvel: RYSSeQ~:Nd[zp O(u/TS_el:NQ~R O(uċRQpeċKmev~g/f&T:Nf}Y SeċRBayesian Score Metric WNXvċR g\c^MDL(Minimal Description Length) ͑ Yُ*NǏ z v0R~b N0Rf}Yv~g WNOVRgvel: ǏO(uagNrz'`hconditional independence (CI) ~b0RQ~vOV~g -S 3 -Q B 3 A        *    },WNMDLvSeQ~gf[`N3(    {kNp[KNvNOo` ^z[hQveTV V-Nvvp/fSϑ /fSϑKNvNOo` ^zg'YCg _bh 9hncN[vp^sQ| nveTV LL ~- WNagNrz'`v SeQ~f[`N3 GP[p^]w ,{N6k (Drafting) {k[pvNOo` ^z[teveTV. ,{N6k (Thickening) Ygcp[ NSd-SRv݋ bُNp[ReQ0RƖ-N0 ,{ N6k (Thinning) hgƖ-Nvk*Np[ Yg$N*Np/fd-SRv HNypُag0!3f3!                       F[HIJKLRwSe\o(WIN!jW( 633   SxSe\o(WIN!jW( 633   Se\o(WIN!jW( 633   TySe\o(WIN!jW( 633  9:Se\o(WINRgBLSA3(    Se\o(WINRgBLSA3(    ;Se\o(WINRgBLSA3(    <EM {lBl_g'Y?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefg  0 B: (   ~   s *@-| `}   ~   s *2| Y    0 TA/ 5? ?|}7^  5   0  `A0 6? ?|"  H 6$D 0 H   0޽h ? ___f3̙;/f9C;___PPT10.HlA+jD' = @B D' = @BA?%,( < +O%,( < +D' =%(D' =%(D1' =4@BBBB%(D' =1:Bvisible*o3>+B#style.visibility<* %(D' =-m6Bbox(in)*<3<* +r  ## ј   (  R>Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0 Chart Excel.Chart.80$Microsoft Excel VhAlQ_ Equation.30,Microsoft Equation 3.0CEquation Equation.30 Microsoft lQ_ 3.0DEquation Equation.30 Microsoft lQ_ 3.0GlQ_ Equation.30,Microsoft Equation 3.0tJ Equation.30 Microsoft lQ_ 3.0KlQ_ Equation.30,Microsoft Equation 3.0`lQ_ Equation.30,Microsoft Equation 3.0alQ_ Equation.30,Microsoft Equation 3.0blQ_ Equation.30,Microsoft Equation 3.0clQ_ Equation.30,Microsoft Equation 3.0dlQ_ Equation.30,Microsoft Equation 3.0elQ_ Equation.30,Microsoft Equation 3.0flQ_ Equation.30,Microsoft Equation 3.0glQ_ Equation.30,Microsoft Equation 3.0hlQ_ Equation.30,Microsoft Equation 3.0ilQ_ Equation.30,Microsoft Equation 3.0jlQ_ Equation.30,Microsoft Equation 3.0kEquation Equation.30 Microsoft lQ_ 3.0llQ_ Equation.30,Microsoft Equation 3.0mlQ_ Equation.30,Microsoft Equation 3.0nlQ_ Equation.30,Microsoft Equation 3.0olQ_ Equation.30,Microsoft Equation 3.0pVh Excel.Chart.80$Microsoft Excel Vhzech Word.Document.80"Microsoft Word echxlQ_ Equation.30,Microsoft Equation 3.0{jR (MS_ClipArt_Gallery.20,Microsoft Clip Galleryt,  Equation.30 Microsoft lQ_ 3.0t- Equation.30 Microsoft lQ_ 3.0t. Equation.30 Microsoft lQ_ 3.0t/ Equation.30 Microsoft lQ_ 3.0t0 Equation.30 Microsoft lQ_ 3.0t1 Equation.30 Microsoft lQ_ 3.0t2 Equation.30 Microsoft lQ_ 3.0t3 Equation.30 Microsoft lQ_ 3.0t9 Equation.30 Microsoft lQ_ 3.0t: Equation.30 Microsoft lQ_ 3.0t;  Equation.30 Microsoft lQ_ 3.0t<! Equation.30 Microsoft lQ_ 3.0t># Equation.30 Microsoft lQ_ 3.0t?$ Equation.30 Microsoft lQ_ 3.0t@% Equation.30 Microsoft lQ_ 3.0tA& Equation.30 Microsoft lQ_ 3.0tB' Equation.30 Microsoft lQ_ 3.0tC( Equation.30 Microsoft lQ_ 3.0D,lQ_ Equation.30,Microsoft Equation 3.0P>lQ_ Equation.30,Microsoft Equation 3.0Q?lQ_ Equation.30,Microsoft Equation 3.0R@lQ_ Equation.30,Microsoft Equation 3.0tUH Equation.30 Microsoft lQ_ 3.0iEquation Equation.30 Microsoft lQ_ 3.0jEquation Equation.30 Microsoft lQ_ 3.0kEquation Equation.30 Microsoft lQ_ 3.0tl Equation.30 Microsoft lQ_ 3.0mEquation Equation.30 Microsoft lQ_ 3.0v~Equation Equation.DSMT40*MathType 5.0 EquationnEquation Equation.DSMT40*MathType 5.0 EquationolQ_ Equation.30,Microsoft Equation 3.0wEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 Equation}Equation Equation.DSMT40*MathType 5.0 EquationzEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 Equation/ VISIO Visio.Drawing.60$Visio 2000 Drawing0Equation Equation.30,Microsoft Equation 3.01Equation Equation.30,Microsoft Equation 3.05Equation Equation.30,Microsoft Equation 3.06Equation Equation.30,Microsoft Equation 3.07Equation Equation.30,Microsoft Equation 3.08Equation Equation.30,Microsoft Equation 3.09 Equation Equation.30,Microsoft Equation 3.0< lQ_ Equation.30 Microsoft lQ_ 3.0/ 0DArialngswman003YF0"D[SOalngswman003YF0 DTimes New Roman003YF00DTahomaew Roman003YF0"@DN[_GB2312Roman003YF01PDCourier Newman003YF01`DўSOrier Newman003YF01pDSymbol Newman003YF0DWingdingswman003YF0DfNgdingswman003YF01 B .  @n?" dd@  @@`` h ` 8 qFL FG+>O-6<FIPQURV @W[\/WX-]^ .,/H0?2O36YZ451*-C0EF6GvJKST 1./02345"# $ $      %& ' () 7,89: D'H;'8'4   LMN%{?fedcba`_!s  &@y+    K L}= |zH6  w Ezm VD x    w  `:8 M (.  E     D t g 15   r 9AmU% *k </2$t8q-E82$lC?a=682$sm6D82$&+s+;>s 582$CP(%D yzLm2$S?ToV(x2$X5լiA*s b$dիy{> N*+Y  b$(|9,o(9#]2$2Vil+M<d.b$NzIL u/b$y2AqN2$`Oinf"$4?찚 {2$ .r&7f@U2$:;[XɈ2$ϙ0Z6KKXYW2$;h 6P߬X NJ2$I#ڜWތ'2$HIsu 7,2$ZS$*K2$r.Ua@r+6>O2$Cgv*%~-B2$ccD12_P2$f_)aq :P=2$ ؖ2x7Y2$uU 5Cp7Hv2$-N{mGR+B_2$!=He㎁|P2$tʼ_N UP2$p&?r{+/SA2$8&LM1 'r2$ш?*`~vK2$1Q5|Q=/2$>'}F| "$"'40$|2$>&c*T \12$912Wzld@2$H4\H%2b2$,&H?3Pj$2$ȍ_&,H;Kq~2$dƉ/aE?~g2$ u/{A"$2$Է/b0kS2$KL9ݸgK9v_@2$W5)=Y2$ u^e2.6z+2$wQBK\oXJa`tL2$Y",2$ac.2$f[ ;o0b$˜qya:\22$]åɭf!SNF2$ blH"$ɽ-Ÿs>I2$f!`FiCJY6_O2$@C.%YdjQ2$ٮq ;+ 1Νi}R2$AvnE9U}jS2$> sՐ͉ :jPU2$9iF:6oV2$ۉ#vWL'£n)X2$yOpk`trcY2$7  p>Z2$ܤ%]hCjL\2$'YbhLdL3*T^2$hw3STeX ~_2$)Dw誇K2^aR$# jMzf Xa2$<)f ou-&Jq$$2$ b}]6wPn!'ps2$ L-@犐O]cu$$2$3kHlu5ِ|v 0e0e A@A5%8c8c     ?1d0u0@Ty2 NP'p<'p@A)BCD|E?`333f@33V  g4?d?dUYЖF0vppp@ <4!d!d@003Y<4BdBd@003Yqʚ;{K3ʚ;<4dddd@0V___PPT10D[SOes New Roman00TF0TDArialNew Roman00TF0T" DTimes New Roman00TF0T pp*___PPT9 z@?*+ S_ i ؚ~N]zfO =0 ؚ~N]zf(%33  >Q[c63  6.1i 6.2SeisW@x 6.3Sef[`Nt 6.4{USSef[`N!jW 6.5SeQ~v^ 6.6;NRSeQ~ 6.7Se\o(WIN!jW 6.8SeQ~vncctr\#$! a!!! !                    v'SeQ~/fNHN &63  :SeQ~/f(uegh:ySϑޏcisvVb_!j_ [cONNy6qvh:yVgOo`vel (uegSspencv\o(WsQ|0(Wُ*NQ~-N (uph:ySϑ gTh:ySϑvOVsQ|0 Seelck(WNvQryrv Nnx['`wƋhb__00N[vishR0~THQwƋvXϑf[`Nyr'`I{b:NS_MRpencccOYel-Ng:N_Nlvv&qpKNN08ZT! H! (T  I 2SeQ~/fNHN &63  SeReverend Thomas Bayes 1702-1761 f[>m`YW'`v]\O/fSeve sQNQs'`Bl㉄vċ 0b/fN]aɉ0R[vf[؏ g N[Uv0We ُNe(WNuMRv^l gSh /f(WN{kT 1uNv gSShv0W Tvpef[[bnfbeLaplace P. S. (uSevel[QN͑v v~_ SevelTtnNt㉌T͑Ɖweg0FO1uNS_eSeel(WtT[E^(u-N؏X[(W_Y N[Uv0We V (WAS]NN~v^*gnfMcS0 r"^ " W!\     ]  X 3SeQ~/fNHN &63  NASN~R a'Y)Rv~yrB. de Finetti NSVvpg_Jeffreys H. [Sef[>mvt\OQ͑v!.s0,{N!kNLu'YbT t\_Wald A. cQN~vQV{t (WُNt-N Se`S g͑v0WMOOo`vSU\_N[Sef[>mZPQNev!.s01958t^Vg`ENv~Bg_BiometrikahQe͑e R{vNSeve 20N~50t^N NW[eRobbins H. :NNh cQN~SeelT~xQelv~T _w~Luv^lla ُNel__1\>f:yQ[vOp b:N_;mÍvN*NeT0    "  "  "4"   $"$((,",004"488 <"<=#          B      > 4SeQ~/fNHN &63  @wN]zfvSU\ $\vQ/f:ghVf[`N0pencccI{tQw :NSetvSU\T^(ucONf:N^vzz0SetvQm_NkNMR gN_'YvSS080t^NSeQ~(uNN[|~vwƋh:y 90t^NۏNekxvzSf[`NvSeQ~ (uNpencǑcT:ghVf[`N0яt^eg Sef[`Ntebvezf/fB\Q Nwz Q[mvNN]zfv'YRW SbVgct0 Nnx['`wƋh0!j_Ƌ+RTZ{|RgI{0v^NQsNNxvzSetv~~Tf[/g RirISBArE# # u#!&   1SeQ~v^(uW 03  @ RzfQV{ pencT !j_Ƌ+R ;Suʋe e,gt penccc,  " &   5~is.g6363 X ~is:(W'Yϑ͑ YՋ-N NNASuvs3z[0WcяNN*NV[v8^pep [hfNNAQsvS'`'Y\ Rydk8^pep:NNNASuvis :NP(A), sS pP(A) Sis1\/fsv3z[-N_0NUONNAvis:N N'YN1v^[pe sS 0P(A)1 NZ ZCc #                 (  6agNis0'63g63 ( agNis:bNbNNB]~QsvagN N NNASuvisZP:NP(A|B)0v^yKN:N(WBQsvagN NAQsvagNis yP(A):NeagNis0 傋NNANB-NvNN*NQs v^ Nq_TSNNNQsvis sSS_P(A)P(AB)bP(B)P(BA)e RyANB/fvNrzvNN0 !a!a !a!a!a!a !aR!f                                  7Rl[t0'63g63  $N*N Nv[(Ne)NNKNTvis,I{N$N*NNNisKNT,sS P(A+B) P(A) P(B) A0B:N$NNaNN R 0000P(A+B)P(A) P(B) P(AB) ^kAc$#$+c$#$L,      8XNl[t'63  A0B:N$N*NNav^NN RvQXNyvisI{NA(bB)visN(WA(bB)QsvagN NB(bA)QsvagNisvXNy0 0P(AB)P(A)P(B|A) b P(AB)P(B)P(A|B) ,rqc$#$                   DSeQ~[IN63   \SeQvh:yelRoot EntrydO)`@PicturesxCurrent User2SummaryInformation(  3   ]HQis,6363  ^Tis,6363   _TTis,6363  -j+ihQis,6363  1kCpJ SeĉR03  WNagNisv[IN p(Ai|E) /f(W~[nc NvTis p(Ai) /fHQis P(E|Ai) /f(W~[Ai NvncNcpe~vĉ!jv[NWSϑ*Npe SeQ~cONُyTTisR^v'}Qh:yRTTR^:NQ*N@\R^vXNy NlQ_SN wQ vSpe*NpeQ~-Np*NpeHT~'`X TTR^v{HTcpeX0 Q~-NSϑrz'`vc[/f[s'}Qh:yvsQ.0ُyrz'`sQ|(WǏN{|N[g SeQ-Nyr+R gHe0 4ea AW({USSe Nave Bayesian&63$   Iu{USSef[`N!jW 03  D{USSef[`N!jW 3  Ft{USSe!jWvcGS 3  n}Boosting̀of  egnN:PAC-Learning Model Valiant 1984 -11 cQ: :_f[`N{l: Qnxs_ؚvf[`N{l 1_f[`N{l: Qnxs Nؚ,Nk:gsKmeu}Y /f&TSN\1_f[`N{lcGS:N:_f[`N{l \;/; ,           o~Boosting̀of  gRvboosting{l Schapire 1989 AdaBoost{l Freund and Schapire 19954 F            (Boosting concepts(3)  1_f[`N:gweak learner): [N[R^v~7h,g~QGPNN:_N:gsKm 9hnc gNsKmSO N :_f[`N:gstrong learner): 9hnc_0Rv1_f[`N:gTv^vCg͑~QGPg'Y z^ N&{T[E`Qalmost perfect expert) 9hncCNN,ABC,CBSN_vKmhsS[E)Yl`Q\OQ~TQnxv)YlKm 1_f[`N:g :_f[`N:gp. N(3/ N(2v  ,        M "BoostingAm z(loop1)% 3&        qBoosting LǏ z: (WN[vCg͑agN N~penc _QR{|lCt 9hncCtvsteCg͑8Z#Z@"@\        Am zc$ 3 VStep1: SY~ƖeQ &^ gSYR^ Step2: ~Q~Ɩ-NT7h,gvCg͑ Step3: \9eSR^Tv~ƖeQ]wv1_f[`N:g 1_f[`N:g[k*N7h,g~QGP Step4: [dk!kv1_f[`N:g~QCg͑ Step5: l0RStep2, v0R_s0RN[!kpebg^ϑhQ&{TBl Step6: \1_f[`N:g cvQv^vCg͑RCg~Tb_b:_f[`N:g P 30 3E      "          8h_`` 7h,gvCg͑ l gHQwƋv`Q N RYvR^^:NI{iR^ _N1\/f~ƖYg gN*N7h,g k*N7h,gvR^is:N1/N k!k_sNTcؚ7h,gvR^is R7h,g(W~Ɩ-N@b`SCg͑X'Y O_ NN!k_sv1_f[`N:gYƖ-NRϑ[ُN7h,gۏL$Re0 1_f[`N:gvCg͑ Qnxsؚv1_f[`N:gCgؚ͑ _sc6R_c1YQpe0Rg\ (W:_f[`N:gv~T-NXRN*NRCgv1_f[`N:g OQnxscؚ _c1YQpe                             vAdaBoost training error  \t=1/2-Et ; Freund and Schapire f: g'Ys:N: sS~stvX'YHTcpe~vQ\. %Z ZZZJJJ.J             w AdaBoost generalization error(1)!!(  g'Y;`]: m : 7h,g*Npe d : VC~ T : ~npe Pr: [~Ɩv~is YgTYvՋhf: Boosting NO[overfit$ ZZ B      y AdaBoost generalization error(3)!!(  ʑN NՋsa; 7h,g(X,Y)vmargin: margin(x,y)= t=1/2 ln ( (1- t)/ t ) 'YvckLuh:ySO^ؚvcknxvKm 'YvLuh:ySO^ؚvvKm ZZ@ZZ'     $   &  { AdaBoost generalization error(4)!!(  ʑ: S_~]MNOT,Boosting~~cؚLu,N X'YNg\Lu,OR{|vS`'`XR,MNO;`]. ;`]v NLu: lQ_NTesQ0?ZZ ZK                    |BoostingvQ[^(u&   lBoostingfS0RjVvq_T; AdaBoost SN(uegt+R_8^; wQ ggؚCg͑v7h,gsS:N_8^.%7t          Ew(g^SeQ~3    aSeis([^0O), 6363   @x) Npenc-Nf[`N3 qQmR^e HQNT^\N TNR^e HQ~[N*NW S$N     = LSeQ~v~gf[`N 3  WNd"}ċRvel: RYSSeQ~:Nd[zp O(u/TS_el:NQ~R O(uċRQpeċKmev~g/f&T:Nf}Y SeċRBayesian Score Metric WNXvċR g\c^MDL(Minimal Description Length) ͑ Yُ*NǏ z v0R~b N0Rf}Yv~g WNOVRgvel: ǏO(uagNrz'`hconditional independence (CI) ~b0RQ~vOV~g -S 3 -Q B 3 A        *    },WNMDLvSeQ~gf[`N3(    {kNp[KNvNOo` ^z[hQveTV V-Nvvp/fSϑ /fSϑKNvNOo` ^zg'YCg _bh 9hncN[vp^sQ| nveTV LL ~- WNagNrz'`v SeQ~f[`N3 GP[p^]w ,{N6k (Drafting) {k[pvNOo` ^z[teveTV. ,{N6k (Thickening) Ygcp[ NSd-SRv݋ bُNp[ReQ0RƖ-N0 ,{ N6k (Thinning) hgƖ-Nvk*Np[ Yg$N*Np/fd-SRv HNypُag0!3f3!                       F[HIJKLRwSe\o(WIN!jW( 633   SxSe\o(WIN!jW( 633   Se\o(WIN!jW( 633   TySe\o(WIN!jW( 633  9:Se\o(WINRgBLSA3(    Se\o(WINRgBLSA3(    ;Se\o(WINRgBLSA3(    <EM {lBl_g'Y?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefgr ##  f   (  R> BEquation Equation.30 Microsoft lQ_ 3.0NEquation Equation.30 Microsoft lQ_ 3.0OEquation Equation.30 Microsoft lQ_ 3.0r'UMOVVP Paint.Picture0MOVVPr(VMOVVP Paint.Picture0MOVVPr5hMOVVP Paint.Picture0MOVVPr6iMOVVP Paint.Picture0MOVVP7:http://www.cs.ucla.edu/judea/:http://www.cs.ucla.edu/judea/:Nhttp://www.cs.ucla.edu/drawiche/cs262a/Nhttp://www.cs.ucla.edu/drawiche/cs262a/;Fhttp://www.stanford.edu/class/cs228Fhttp://www.stanford.edu/class/cs228<fhttp://www.cs.berkeley.edu/murphyk/bayes/bayes.htmlfhttp://www.cs.berkeley.edu/murphyk/bayes/bayes.html?Zhttp://www.cs.berkeley.edu/murphyk/pomdp.htmlZhttp://www.cs.berkeley.edu/murphyk/pomdp.htmlBXhttp://stat.duke.edu/courses/spring99/sta294Xhttp://stat.duke.edu/courses/spring99/sta294bLhttp://deas.harvard.edu/courses/cs28lrLhttp://deas.harvard.edu/courses/cs28lrcPhttp://www.ics.uci.edu/dechter/275B.htmlPhttp://www.ics.uci.edu/dechter/275B.htmlyWorksheet Excel.Sheet.802Microsoft Excel Worksheet|Equation Equation.30 Microsoft lQ_ 3.0Equation Equation.DSMT40*MathType 5.0 EquationlQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0 Chart Excel.Chart.80$Microsoft Excel VhAlQ_ Equation.30,Microsoft Equation 3.0CEquation Equation.30 Microsoft lQ_ 3.0DEquation Equation.30 Microsoft lQ_ 3.0GlQ_ Equation.30,Microsoft Equation 3.0tJ Equation.30 Microsoft lQ_ 3.0KlQ_ Equation.30,Microsoft Equation 3.0`lQ_ Equation.30,Microsoft Equation 3.0alQ_ Equation.30,Microsoft Equation 3.0blQ_ Equation.30,Microsoft Equation 3.0clQ_ Equation.30,Microsoft Equation 3.0dlQ_ Equation.30,Microsoft Equation 3.0elQ_ Equation.30,Microsoft Equation 3.0flQ_ Equation.30,Microsoft Equation 3.0glQ_ Equation.30,Microsoft Equation 3.0hlQ_ Equation.30,Microsoft Equation 3.0ilQ_ Equation.30,Microsoft Equation 3.0jlQ_ Equation.30,Microsoft Equation 3.0kEquation Equation.30 Microsoft lQ_ 3.0llQ_ Equation.30,Microsoft Equation 3.0mlQ_ Equation.30,Microsoft Equation 3.0nlQ_ Equation.30,Microsoft Equation 3.0olQ_ Equation.30,Microsoft Equation 3.0pVh Excel.Chart.80$Microsoft Excel Vhzech Word.Document.80"Microsoft Word echxlQ_ Equation.30,Microsoft Equation 3.0{jR (MS_ClipArt_Gallery.20,Microsoft Clip Galleryt,  Equation.30 Microsoft lQ_ 3.0t- Equation.30 Microsoft lQ_ 3.0t. Equation.30 Microsoft lQ_ 3.0t/ Equation.30 Microsoft lQ_ 3.0t0 Equation.30 Microsoft lQ_ 3.0t1 Equation.30 Microsoft lQ_ 3.0t2 Equation.30 Microsoft lQ_ 3.0t3 Equation.30 Microsoft lQ_ 3.0t9 Equation.30 Microsoft lQ_ 3.0t: Equation.30 Microsoft lQ_ 3.0t;  Equation.30 Microsoft lQ_ 3.0t<! Equation.30 Microsoft lQ_ 3.0t># Equation.30 Microsoft lQ_ 3.0t?$ Equation.30 Microsoft lQ_ 3.0t@% Equation.30 Microsoft lQ_ 3.0tA& Equation.30 Microsoft lQ_ 3.0tB' Equation.30 Microsoft lQ_ 3.0tC( Equation.30 Microsoft lQ_ 3.0D,lQ_ Equation.30,Microsoft Equation 3.0P>lQ_ Equation.30,Microsoft Equation 3.0Q?lQ_ Equation.30,Microsoft Equation 3.0R@lQ_ Equation.30,Microsoft Equation 3.0tUH Equation.30 Microsoft lQ_ 3.0iEquation Equation.30 Microsoft lQ_ 3.0jEquation Equation.30 Microsoft lQ_ 3.0kEquation Equation.30 Microsoft lQ_ 3.0tl Equation.30 Microsoft lQ_ 3.0mEquation Equation.30 Microsoft lQ_ 3.0v~Equation Equation.DSMT40*MathType 5.0 EquationnEquation Equation.DSMT40*MathType 5.0 EquationolQ_ Equation.30,Microsoft Equation 3.0wEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 Equation}Equation Equation.DSMT40*MathType 5.0 EquationzEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 Equation/ VISIO Visio.Drawing.60$Visio 2000 Drawing0Equation Equation.30,Microsoft Equation 3.01Equation Equation.30,Microsoft Equation 3.05Equation Equation.30,Microsoft Equation 3.06Equation Equation.30,Microsoft Equation 3.07Equation Equation.30,Microsoft Equation 3.08Equation Equation.30,Microsoft Equation 3.09 Equation Equation.30,Microsoft Equation 3.0< lQ_ Equation.30 Microsoft lQ_ 3.0/ 0DArialngswman003YF0"D[SOalngswman003YF0 DTimes New Roman003YF00DTahomaew Roman003YF0"@DN[_GB2312Roman003YF01PDCourier Newman003YF01`DўSOrier Newman003YF01pDSymbol Newman003YF0DWingdingswman003YF0DfNgdingswman003YF01 B .  @n?" dd@  @@`` h ` 8 qFL FG+>O-6<FIPQURV @W[\/WX-]^ .,/H0?2O36YZ451*-C0EF6GvJKST 1./02345"# $ $      %& ' () 7,89: D'H;'8'4   LMN%{?fedcba`_!s  &@y+    K L}= |zH6  w Ezm VD x    w  `:8 M (.  E     D t g 15   r 9AmU% *k </2$t8q-E82$lC?a=682$sm6D82$&+s+;>s 582$CP(%D yzLm2$S?ToV(x2$X5լiA*s b$dիy{> N*+Y  b$(|9,o(9#]2$2Vil+M<d.b$NzIL u/b$y2AqN2$`Oinf"$4?찚 {2$ .r&7f@U2$:;[XɈ2$ϙ0Z6KKXYW2$;h 6P߬X NJ2$I#ڜWތ'2$HIsu 7,2$ZS$*K2$r.Ua@r+6>O2$Cgv*%~-B2$ccD12_P2$f_)aq :P=2$ ؖ2x7Y2$uU 5Cp7Hv2$-N{mGR+B_2$!=He㎁|P2$tʼ_N UP2$p&?r{+/SA2$8&LM1 'r2$ш?*`~vK2$1Q5|Q=/2$>'}F| "$"'40$|2$>&c*T \12$912Wzld@2$H4\H%2b2$,&H?3Pj$2$ȍ_&,H;Kq~2$dƉ/aE?~g2$ u/{A"$2$Է/b0kS2$KL9ݸgK9v_@2$W5)=Y2$ u^e2.6z+2$wQBK\oXJa`tL2$Y",2$ac.2$f[ ;o0b$˜qya:\22$]åɭf!SNF2$ blH"$ɽ-Ÿs>I2$f!`FiCJY6_O2$@C.%YdjQ2$ٮq ;+ 1Νi}R2$AvnE9U}jS2$> sՐ͉ :jPU2$9iF:6oV2$ۉ#vWL'£n)X2$yOpk`trcY2$7  p>Z2$ܤ%]hCjL\2$'YbhLdL3*T^2$hw3STeX ~_2$)Dw誇K2^aR$# jMzf Xa2$<)f ou-&Jq$$2$ b}]6wPn!'ps2$ L-@犐O]cu$$2$3kHlu5ِ|v 0e0e A@A5%8c8c     ?1d0u0@Ty2 NP'p<'p@A)BCD|E?`333f@33V  g4?d?dUYЖF0vppp@ <4!d!d@003Y<4BdBd@003Yqʚ;{K3ʚ;<4dddd@0V___PPT10D[SOes New Roman00TF0TDArialNew Roman00TF0T" DTimes New Roman00TF0T pp*___PPT9 z@?*+ S_ i ؚ~N]zfO =0 ؚ~N]zf(%33  >Q[c63  6.1i 6.2SeisW@x 6.3Sef[`Nt 6.4{USSef[`N!jW 6.5SeQ~v^ 6.6;NRSeQ~ 6.7Se\o(WIN!jW 6.8SeQ~vncctr\#$! a!!! !                    v'SeQ~/fNHN &63  :SeQ~/f(uegh:ySϑޏcisvVb_!j_ [cONNy6qvh:yVgOo`vel (uegSspencv\o(WsQ|0(Wُ*NQ~-N (uph:ySϑ gTh:ySϑvOVsQ|0 Seelck(WNvQryrv Nnx['`wƋhb__00N[vishR0~THQwƋvXϑf[`Nyr'`I{b:NS_MRpencccOYel-Ng:N_Nlvv&qpKNN08ZT! H! (T  I 2SeQ~/fNHN &63  SeReverend Thomas Bayes 1702-1761 f[>m`YW'`v]\O/fSeve sQNQs'`Bl㉄vċ 0b/fN]aɉ0R[vf[؏ g N[Uv0We ُNe(WNuMRv^l gSh /f(WN{kT 1uNv gSShv0W Tvpef[[bnfbeLaplace P. S. (uSevel[QN͑v v~_ SevelTtnNt㉌T͑Ɖweg0FO1uNS_eSeel(WtT[E^(u-N؏X[(W_Y N[Uv0We V (WAS]NN~v^*gnfMcS0 r"^ " W!\     ]  X 3SeQ~/fNHN &63  NASN~R a'Y)Rv~yrB. de Finetti NSVvpg_Jeffreys H. [Sef[>mvt\OQ͑v!.s0,{N!kNLu'YbT t\_Wald A. cQN~vQV{t (WُNt-N Se`S g͑v0WMOOo`vSU\_N[Sef[>mZPQNev!.s01958t^Vg`ENv~Bg_BiometrikahQe͑e R{vNSeve 20N~50t^N NW[eRobbins H. :NNh cQN~SeelT~xQelv~T _w~Luv^lla ُNel__1\>f:yQ[vOp b:N_;mÍvN*NeT0    "  "  "4"   $"$((,",004"488 <"<=#          B      > 4SeQ~/fNHN &63  @wN]zfvSU\ $\vQ/f:ghVf[`N0pencccI{tQw :NSetvSU\T^(ucONf:N^vzz0SetvQm_NkNMR gN_'YvSS080t^NSeQ~(uNN[|~vwƋh:y 90t^NۏNekxvzSf[`NvSeQ~ (uNpencǑcT:ghVf[`N0яt^eg Sef[`Ntebvezf/fB\Q Nwz Q[mvNN]zfv'YRW SbVgct0 Nnx['`wƋh0!j_Ƌ+RTZ{|RgI{0v^NQsNNxvzSetv~~Tf[/g RirISBArE# # u#!&   1SeQ~v^(uW 03  @ RzfQV{ pencT !j_Ƌ+R ;Suʋe e,gt penccc,  " &   5~is.g6363 X ~is:(W'Yϑ͑ YՋ-N NNASuvs3z[0WcяNN*NV[v8^pep [hfNNAQsvS'`'Y\ Rydk8^pep:NNNASuvis :NP(A), sS pP(A) Sis1\/fsv3z[-N_0NUONNAvis:N N'YN1v^[pe sS 0P(A)1 NZ ZCc #                 (  6agNis0'63g63 ( agNis:bNbNNB]~QsvagN N NNASuvisZP:NP(A|B)0v^yKN:N(WBQsvagN NAQsvagNis yP(A):NeagNis0 傋NNANB-NvNN*NQs v^ Nq_TSNNNQsvis sSS_P(A)P(AB)bP(B)P(BA)e RyANB/fvNrzvNN0 !a!a !a!a!a!a !aR!f                                  7Rl[t0'63g63  $N*N Nv[(Ne)NNKNTvis,I{N$N*NNNisKNT,sS P(A+B) P(A) P(B) A0B:N$NNaNN R 0000P(A+B)P(A) P(B) P(AB) ^kAc$#$+c$#$L,      8XNl[t'63  A0B:N$N*NNav^NN RvQXNyvisI{NA(bB)visN(WA(bB)QsvagN NB(bA)QsvagNisvXNy0 0P(AB)P(A)P(B|A) b P(AB)P(B)P(A|B) ,rqc$#$                   D&:SeQ~[IN63   \SeQvh:yel 3   ]HQis,6363  ^Tis,6363   _TTis,6363  -j+ihQis,6363  1kCpJ SeĉR03  WNagNisv[IN p(Ai|E) /f(W~[nc NvTis p(Ai) /fHQis P(E|Ai) /f(W~[Ai NvncNcpe~vĉ!jv[NWSϑ*Npe SeQ~cONُyTTisR^v'}Qh:yRTTR^:NQ*N@\R^vXNy NlQ_SN wQ vSpe*NpeQ~-Np*NpeHT~'`X TTR^v{HTcpeX0 Q~-NSϑrz'`vc[/f[s'}Qh:yvsQ.0ُyrz'`sQ|(WǏN{|N[g SeQ-Nyr+R gHe0 4ea AW({USSe Nave Bayesian&63$   Iu{USSef[`N!jW 03  D{USSef[`N!jW 3  Ft{USSe!jWvcGS 3  n}Boosting̀of  egnN:PAC-Learning Model Valiant 1984 -11 cQ: :_f[`N{l: Qnxs_ؚvf[`N{l 1_f[`N{l: Qnxs Nؚ,Nk:gsKmeu}Y /f&TSN\1_f[`N{lcGS:N:_f[`N{l \;/; ,           o~Boosting̀of  gRvboosting{l Schapire 1989 AdaBoost{l Freund and Schapire 19954 F            (Boosting concepts(3)  1_f[`N:gweak learner): [N[R^v~7h,g~QGPNN:_N:gsKm 9hnc gNsKmSO N :_f[`N:gstrong learner): 9hnc_0Rv1_f[`N:gTv^vCg͑~QGPg'Y z^ N&{T[E`Qalmost perfect expert) 9hncCNN,ABC,CBSN_vKmhsS[E)Yl`Q\OQ~TQnxv)YlKm 1_f[`N:g :_f[`N:gp. N(3/ N(2v  ,        M "BoostingAm z(loop1)% 3&        qBoosting LǏ z: (WN[vCg͑agN N~penc _QR{|lCt 9hncCtvsteCg͑8Z#Z@"@\        Am zc$ 3 VStep1: SY~ƖeQ &^ gSYR^ Step2: ~Q~Ɩ-NT7h,gvCg͑ Step3: \9eSR^Tv~ƖeQ]wv1_f[`N:g 1_f[`N:g[k*N7h,g~QGP Step4: [dk!kv1_f[`N:g~QCg͑ Step5: l0RStep2, v0R_s0RN[!kpebg^ϑhQ&{TBl Step6: \1_f[`N:g cvQv^vCg͑RCg~Tb_b:_f[`N:g P 30 3E      "          8h_`` 7h,gvCg͑ l gHQwƋv`Q N RYvR^^:NI{iR^ _N1\/f~ƖYg gN*N7h,g k*N7h,gvR^is:N1/N k!k_sNTcؚ7h,gvR^is R7h,g(W~Ɩ-N@b`SCg͑X'Y O_ NN!k_sv1_f[`N:gYƖ-NRϑ[ُN7h,gۏL$Re0 1_f[`N:gvCg͑ Qnxsؚv1_f[`N:gCgؚ͑ _sc6R_c1YQpe0Rg\ (W:_f[`N:gv~T-NXRN*NRCgv1_f[`N:g OQnxscؚ _c1YQpe                             vAdaBoost training error  \t=1/2-Et ; Freund and Schapire f: g'Ys:N: sS~stvX'YHTcpe~vQ\. %Z ZZZJJJ.J             w AdaBoost generalization error(1)!!(  g'Y;`]: m : 7h,g*Npe d : VC~ T : ~npe Pr: [~Ɩv~is YgTYvՋhf: Boosting NO[overfit$ ZZ B      y AdaBoost generalization error(3)!!(  ʑN NՋsa; 7h,g(X,Y)vmargin: margin(x,y)= t=1/2 ln ( (1- t)/ t ) 'YvckLuh:ySO^ؚvcknxvKm 'YvLuh:ySO^ؚvvKm ZZ@ZZ'     $   &  { AdaBoost generalization error(4)!!(  ʑ: S_~]MNOT,Boosting~~cؚLu,N X'YNg\Lu,OR{|vS`'`XR,MNO;`]. ;`]v NLu: lQ_NTesQ0?ZZ ZK                    |BoostingvQ[^(u&   lBoostingfS0RjVvq_T; AdaBoost SN(uegt+R_8^; wQ ggؚCg͑v7h,gsS:N_8^.%7t          Ew(g^SeQ~3    aSeis([^0O), 6363   @x) Npenc-Nf[`N3 qQmR^e HQNT^\N TNR^e HQ~[N*NW S$N     = LSeQ~v~gf[`N 3  WNd"}ċRvel: RYSSeQ~:Nd[zp O(u/TS_el:NQ~R O(uċRQpeċKmev~g/f&T:Nf}Y SeċRBayesian Score Metric WNXvċR g\c^MDL(Minimal Description Length) ͑ Yُ*NǏ z v0R~b N0Rf}Yv~g WNOVRgvel: ǏO(uagNrz'`hconditional independence (CI) ~b0RQ~vOV~g -S 3 -Q B 3 A        *    },WNMDLvSeQ~gf[`N3(    {kNp[KNvNOo` ^z[hQveTV V-Nvvp/fSϑ /fSϑKNvNOo` ^zg'YCg _bh 9hncN[vp^sQ| nveTV LL ~- WNagNrz'`v SeQ~f[`N3 GP[p^]w ,{N6k (Drafting) {k[pvNOo` ^z[teveTV. ,{N6k (Thickening) Ygcp[ NSd-SRv݋ bُNp[ReQ0RƖ-N0 ,{ N6k (Thinning) hgƖ-Nvk*Np[ Yg$N*Np/fd-SRv HNypُag0!3f3!                       F[HIJKLRwSe\o(WIN!jW( 633   SxSe\o(WIN!jW( 633   Se\o(WIN!jW( 633   TySe\o(WIN!jW( 633  9:Se\o(WINRgBLSA3(    Se\o(WINRgBLSA3(    ;Se\o(WINRgBLSA3(    <EM {lBl_g'Y?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefg  b0 @(    B |T   ^  61?T  <|1?j n p(A) Bel(A) l(A) A1 0.8 0.8 0.71 A2 0.2 0.2 0.71 t = 3 l(A) = MB|Al(B) p(B) Bel(B) l(B) B1 0.66 0.66 0.71 B2 0.34 0.34 0.71 t = 3 p(C) = p(B) MC|B p(C) Bel(C) l(C) C1 0.36 0.25 0.5 C2 0.37 0.52 1.0 C3 0.27 0.23 0.6 Z ?BHB B_B       /      1  f  d  <1? jzd  <1?\ d  <1?zjzpB  HDԔ?pB   HDԔ? ^ ! 61?t ^ " 61? u ^ # 61?  F 5mA $  T EH7t %# 5m'f2 & 61?dHt ' T( xaxa1?E7[ Y Intel. Rpt.   B  T   (#  Af2 ) 61? L * Txaxa1?  X Troop Rpt.   B  fB + 61?ON xB d , l f2 - 61?@x h . Z(xaxa1? 0 OA B  f2 / 61?@   0 Zxaxa1?ph  OB B  f2 1 61?@ B d 2 Ztxaxa1?p  OC B  rB 3 BjJ?. n. rB 4 BjJ?. . D fB 5B 61? H  0޽h ? 3333y___PPT10Y+D=' = @B +r fB # v    (  R> BEquation Equation.30 Microsoft lQ_ 3.0NEquation Equation.30 Microsoft lQ_ 3.0OEquation Equation.30 Microsoft lQ_ 3.0r'UMOVVP Paint.Picture0MOVVPr(VMOVVP Paint.Picture0MOVVPr5hMOVVP Paint.Picture0MOVVPr6iMOVVP Paint.Picture0MOVVP7:http://www.cs.ucla.edu/judea/:http://www.cs.ucla.edu/judea/:Nhttp://www.cs.ucla.edu/drawiche/cs262a/Nhttp://www.cs.ucla.edu/drawiche/cs262a/;Fhttp://www.stanford.edu/class/cs228Fhttp://www.stanford.edu/class/cs228<fhttp://www.cs.berkeley.edu/murphyk/bayes/bayes.htmlfhttp://www.cs.berkeley.edu/murphyk/bayes/bayes.html?Zhttp://www.cs.berkeley.edu/murphyk/pomdp.htmlZhttp://www.cs.berkeley.edu/murphyk/pomdp.htmlBXhttp://stat.duke.edu/courses/spring99/sta294Xhttp://stat.duke.edu/courses/spring99/sta294bLhttp://deas.harvard.edu/courses/cs28lrLhttp://deas.harvard.edu/courses/cs28lrcPhttp://www.ics.uci.edu/dechter/275B.htmlPhttp://www.ics.uci.edu/dechter/275B.htmlyWorksheet Excel.Sheet.802Microsoft Excel Worksheet|Equation Equation.30 Microsoft lQ_ 3.0Equation Equation.DSMT40*MathType 5.0 EquationlQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0 Chart Excel.Chart.80$Microsoft Excel VhAlQ_ Equation.30,Microsoft Equation 3.0CEquation Equation.30 Microsoft lQ_ 3.0DEquation Equation.30 Microsoft lQ_ 3.0GlQ_ Equation.30,Microsoft Equation 3.0tJ Equation.30 Microsoft lQ_ 3.0KlQ_ Equation.30,Microsoft Equation 3.0`lQ_ Equation.30,Microsoft Equation 3.0alQ_ Equation.30,Microsoft Equation 3.0blQ_ Equation.30,Microsoft Equation 3.0clQ_ Equation.30,Microsoft Equation 3.0dlQ_ Equation.30,Microsoft Equation 3.0elQ_ Equation.30,Microsoft Equation 3.0flQ_ Equation.30,Microsoft Equation 3.0glQ_ Equation.30,Microsoft Equation 3.0hlQ_ Equation.30,Microsoft Equation 3.0ilQ_ Equation.30,Microsoft Equation 3.0jlQ_ Equation.30,Microsoft Equation 3.0kEquation Equation.30 Microsoft lQ_ 3.0llQ_ Equation.30,Microsoft Equation 3.0mlQ_ Equation.30,Microsoft Equation 3.0nlQ_ Equation.30,Microsoft Equation 3.0olQ_ Equation.30,Microsoft Equation 3.0pVh Excel.Chart.80$Microsoft Excel Vhzech Word.Document.80"Microsoft Word echxlQ_ Equation.30,Microsoft Equation 3.0{jR (MS_ClipArt_Gallery.20,Microsoft Clip Galleryt,  Equation.30 Microsoft lQ_ 3.0t- Equation.30 Microsoft lQ_ 3.0t. Equation.30 Microsoft lQ_ 3.0t/ Equation.30 Microsoft lQ_ 3.0t0 Equation.30 Microsoft lQ_ 3.0t1 Equation.30 Microsoft lQ_ 3.0t2 Equation.30 Microsoft lQ_ 3.0t3 Equation.30 Microsoft lQ_ 3.0t9 Equation.30 Microsoft lQ_ 3.0t: Equation.30 Microsoft lQ_ 3.0t;  Equation.30 Microsoft lQ_ 3.0t<! Equation.30 Microsoft lQ_ 3.0t># Equation.30 Microsoft lQ_ 3.0t?$ Equation.30 Microsoft lQ_ 3.0t@% Equation.30 Microsoft lQ_ 3.0tA& Equation.30 Microsoft lQ_ 3.0tB' Equation.30 Microsoft lQ_ 3.0tC( Equation.30 Microsoft lQ_ 3.0D,lQ_ Equation.30,Microsoft Equation 3.0P>lQ_ Equation.30,Microsoft Equation 3.0Q?lQ_ Equation.30,Microsoft Equation 3.0R@lQ_ Equation.30,Microsoft Equation 3.0tUH Equation.30 Microsoft lQ_ 3.0iEquation Equation.30 Microsoft lQ_ 3.0jEquation Equation.30 Microsoft lQ_ 3.0kEquation Equation.30 Microsoft lQ_ 3.0tl Equation.30 Microsoft lQ_ 3.0mEquation Equation.30 Microsoft lQ_ 3.0v~Equation Equation.DSMT40*MathType 5.0 EquationnEquation Equation.DSMT40*MathType 5.0 EquationolQ_ Equation.30,Microsoft Equation 3.0wEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 Equation}Equation Equation.DSMT40*MathType 5.0 EquationzEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 Equation/ VISIO Visio.Drawing.60$Visio 2000 Drawing0Equation Equation.30,Microsoft Equation 3.01Equation Equation.30,Microsoft Equation 3.05Equation Equation.30,Microsoft Equation 3.06Equation Equation.30,Microsoft Equation 3.07Equation Equation.30,Microsoft Equation 3.08Equation Equation.30,Microsoft Equation 3.09 Equation Equation.30,Microsoft Equation 3.0< lQ_ Equation.30 Microsoft lQ_ 3.0/ 0DArialngswman003YF0"D[SOalngswman003YF0 DTimes New Roman003YF00DTahomaew Roman003YF0"@DN[_GB2312Roman003YF01PDCourier Newman003YF01`DўSOrier Newman003YF01pDSymbol Newman003YF0DWingdingswman003YF0DfNgdingswman003YF01 B .  @n?" dd@  @@`` h ` 8 qFL FG+>O-6<FIPQURV @W[\/WX-]^ .,/H0?2O36YZ451*-C0EF6GvJKST 1./02345"# $ $      %& ' () 7,89: D'H;'8'4   LMN%{?fedcba`_!s  &@y+    K L}= |zH6  w Ezm VD x    w  `:8 M (.  E     D t g 15   r 9AmU% *k </2$t8q-E82$lC?a=682$sm6D82$&+s+;>s 582$CP(%D yzLm2$S?ToV(x2$X5լiA*s b$dիy{> N*+Y  b$(|9,o(9#]2$2Vil+M<d.b$NzIL u/b$y2AqN2$`Oinf"$4?찚 {2$ .r&7f@U2$:;[XɈ2$ϙ0Z6KKXYW2$;h 6P߬X NJ2$I#ڜWތ'2$HIsu 7,2$ZS$*K2$r.Ua@r+6>O2$Cgv*%~-B2$ccD12_P2$f_)aq :P=2$ ؖ2x7Y2$uU 5Cp7Hv2$-N{mGR+B_2$!=He㎁|P2$tʼ_N UP2$p&?r{+/SA2$8&LM1 'r2$ш?*`~vK2$1Q5|Q=/2$>'}F| "$"'40$|2$>&c*T \12$912Wzld@2$H4\H%2b2$,&H?3Pj$2$ȍ_&,H;Kq~2$dƉ/aE?~g2$ u/{A"$2$Է/b0kS2$KL9ݸgK9v_@2$W5)=Y2$ u^e2.6z+2$wQBK\oXJa`tL2$Y",2$ac.2$f[ ;o0b$˜qya:\22$]åɭf!SNF2$ blH"$ɽ-Ÿs>I2$f!`FiCJY6_O2$@C.%YdjQ2$ٮq ;+ 1Νi}R2$AvnE9U}jS2$> sՐ͉ :jPU2$9iF:6oV2$ۉ#vWL'£n)X2$yOpk`trcY2$7  p>Z2$ܤ%]hCjL\2$'YbhLdL3*T^2$hw3STeX ~_2$)Dw誇K2^aR$# jMzf Xa2$<)f ou-&Jq$$2$ b}]6wPn!'ps2$ L-@犐O]cu$$2$3kHlu5ِ|v 0e0e A@A5%8c8c     ?1d0u0@Ty2 NP'p<'p@A)BCD|E?`333f@33V  g4?d?dUYЖF0vppp@ <4!d!d@0      !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}03Y<4BdBd@003Yqʚ;{K3ʚ;<4dddd@0V___PPT10D[SOes New Roman00TF0TDArialNew Roman00TF0T" DTimes New Roman00TF0T pp*___PPT9 z@?*+ S_ i ؚ~N]zfO =0 ؚ~N]zf(%33  >Q[c63  6.1i 6.2SeisW@x 6.3Sef[`Nt 6.4{USSef[`N!jW 6.5SeQ~v^ 6.6;NRSeQ~ 6.7Se\o(WIN!jW 6.8SeQ~vncctr\#$! a!!! !                    v'SeQ~/fNHN &63  :SeQ~/f(uegh:ySϑޏcisvVb_!j_ [cONNy6qvh:yVgOo`vel (uegSspencv\o(WsQ|0(Wُ*NQ~-N (uph:ySϑ gTh:ySϑvOVsQ|0 Seelck(WNvQryrv Nnx['`wƋhb__00N[vishR0~THQwƋvXϑf[`Nyr'`I{b:NS_MRpencccOYel-Ng:N_Nlvv&qpKNN08ZT! H! (T  I 2SeQ~/fNHN &63  SeReverend Thomas Bayes 1702-1761 f[>m`YW'`v]\O/fSeve sQNQs'`Bl㉄vċ 0b/fN]aɉ0R[vf[؏ g N[Uv0We ُNe(WNuMRv^l gSh /f(WN{kT 1uNv gSShv0W Tvpef[[bnfbeLaplace P. S. (uSevel[QN͑v v~_ SevelTtnNt㉌T͑Ɖweg0FO1uNS_eSeel(WtT[E^(u-N؏X[(W_Y N[Uv0We V (WAS]NN~v^*gnfMcS0 r"^ " W!\     ]  X 3SeQ~/fNHN &63  NASN~R a'Y)Rv~yrB. de Finetti NSVvpg_Jeffreys H. [Sef[>mvt\OQ͑v!.s0,{N!kNLu'YbT t\_Wald A. cQN~vQV{t (WُNt-N Se`S g͑v0WMOOo`vSU\_N[Sef[>mZPQNev!.s01958t^Vg`ENv~Bg_BiometrikahQe͑e R{vNSeve 20N~50t^N NW[eRobbins H. :NNh cQN~SeelT~xQelv~T _w~Luv^lla ُNel__1\>f:yQ[vOp b:N_;mÍvN*NeT0    "  "  "4"   $"$((,",004"488 <"<=#          B      > 4SeQ~/fNHN &63  @wN]zfvSU\ $\vQ/f:ghVf[`N0pencccI{tQw :NSetvSU\T^(ucONf:N^vzz0SetvQm_NkNMR gN_'YvSS080t^NSeQ~(uNN[|~vwƋh:y 90t^NۏNekxvzSf[`NvSeQ~ (uNpencǑcT:ghVf[`N0яt^eg Sef[`Ntebvezf/fB\Q Nwz Q[mvNN]zfv'YRW SbVgct0 Nnx['`wƋh0!j_Ƌ+RTZ{|RgI{0v^NQsNNxvzSetv~~Tf[/g RirISBArE# # u#!&   1SeQ~v^(uW 03  @ RzfQV{ pencT !j_Ƌ+R ;Suʋe e,gt penccc,  " &   5~is.g6363 X ~is:(W'Yϑ͑ YՋ-N NNASuvs3z[0WcяNN*NV[v8^pep [hfNNAQsvS'`'Y\ Rydk8^pep:NNNASuvis :NP(A), sS pP(A) Sis1\/fsv3z[-N_0NUONNAvis:N N'YN1v^[pe sS 0P(A)1 NZ ZCc #                 (  6agNis0'63g63 ( agNis:bNbNNB]~QsvagN N NNASuvisZP:NP(A|B)0v^yKN:N(WBQsvagN NAQsvagNis yP(A):NeagNis0 傋NNANB-NvNN*NQs v^ Nq_TSNNNQsvis sSS_P(A)P(AB)bP(B)P(BA)e RyANB/fvNrzvNN0 !a!a !a!a!a!a !aR!f                                  7Rl[t0'63g63  $N*N Nv[(Ne)NNKNTvis,I{N$N*NNNisKNT,sS P(A+B) P(A) P(B) A0B:N$NNaNN R 0000P(A+B)P(A) P(B) P(AB) ^kAc$#$+c$#$L,      8XNl[t'63  A0B:N$N*NNav^NN RvQXNyvisI{NA(bB)visN(WA(bB)QsvagN NB(bA)QsvagNisvXNy0 0P(AB)P(A)P(B|A) b P(AB)P(B)P(A|B) ,rqc$#$                   DSeQ~[IN63   \SeQvh:yel 3   ]HQis,6363  ^Tis,6363   _TTis,6363  -j+ihQis,6363  1kCpJ SeĉR03  WNagNisv[IN p(Ai|E) /f(W~[nc NvTis p(Ai) /fHQis P(E|Ai) /f(W~[Ai NvncNcpe~vĉ!jv[NWSϑ*Npe SeQ~cONُyTTisR^v'}Qh:yRTTR^:NQ*N@\R^vXNy NlQ_SN wQ vSpe*NpeQ~-Np*NpeHT~'`X TTR^v{HTcpeX0 Q~-NSϑrz'`vc[/f[s'}Qh:yvsQ.0ُyrz'`sQ|(WǏN{|N[g SeQ-Nyr+R gHe0 4ea AW({USSe Nave Bayesian&63$   Iu{USSef[`N!jW 03  D{USSef[`N!jW 3  Ft{USSe!jWvcGS 3  n}Boosting̀of  egnN:PAC-Learning Model Valiant 1984 -11 cQ: :_f[`N{l: Qnxs_ؚvf[`N{l 1_f[`N{l: Qnxs Nؚ,Nk:gsKmeu}Y /f&TSN\1_f[`N{lcGS:N:_f[`N{l \;/; ,           o~Boosting̀of  gRvboosting{l Schapire 1989 AdaBoost{l Freund and Schapire 19954 F            (Boosting concepts(3)  1_f[`N:gweak learner): [N[R^v~7h,g~QGPNN:_N:gsKm 9hnc gNsKmSO N :_f[`N:gstrong learner): 9hnc_0Rv1_f[`N:gTv^vCg͑~QGPg'Y z^ N&{T[E`Qalmost perfect expert) 9hncCNN,ABC,CBSN_vKmhsS[E)Yl`Q\OQ~TQnxv)YlKm 1_f[`N:g :_f[`N:gp. N(3/ N(2v  ,        M "BoostingAm z(loop1)% 3&        qBoosting LǏ z: (WN[vCg͑agN N~penc _QR{|lCt 9hncCtvsteCg͑8Z#Z@"@\        Am zc$ 3 VStep1: SY~ƖeQ &^ gSYR^ Step2: ~Q~Ɩ-NT7h,gvCg͑ Step3: \9eSR^Tv~ƖeQ]wv1_f[`N:g 1_f[`N:g[k*N7h,g~QGP Step4: [dk!kv1_f[`N:g~QCg͑ Step5: l0RStep2, v0R_s0RN[!kpebg^ϑhQ&{TBl Step6: \1_f[`N:g cvQv^vCg͑RCg~Tb_b:_f[`N:g P 30 3E      "          8h_`` 7h,gvCg͑ l gHQwƋv`Q N RYvR^^:NI{iR^ _N1\/f~ƖYg gN*N7h,g k*N7h,gvR^is:N1/N k!k_sNTcؚ7h,gvR^is R7h,g(W~Ɩ-N@b`SCg͑X'Y O_ NN!k_sv1_f[`N:gYƖ-NRϑ[ُN7h,gۏL$Re0 1_f[`N:gvCg͑ Qnxsؚv1_f[`N:gCgؚ͑ _sc6R_c1YQpe0Rg\ (W:_f[`N:gv~T-NXRN*NRCgv1_f[`N:g OQnxscؚ _c1YQpe                             vAdaBoost training error  \t=1/2-Et ; Freund and Schapire f: g'Ys:N: sS~stvX'YHTcpe~vQ\. %Z ZZZJJJ.J             w AdaBoost generalization error(1)!!(  g'Y;`]: m : 7h,g*Npe d : VC~ T : ~npe Pr: [~Ɩv~is YgTYvՋhf: Boosting NO[overfit$ ZZ B      y AdaBoost generalization error(3)!!(  ʑN NՋsa; 7h,g(X,Y)vmargin: margin(x,y)= t=1/2 ln ( (1- t)/ t ) 'YvckLuh:ySO^ؚvcknxvKm 'YvLuh:ySO^ؚvvKm ZZ@ZZ'     $   &  { AdaBoost generalization error(4)!!(  ʑ: S_~]MNOT,Boosting~~cؚLu,N X'YNg\Lu,OR{|vS`'`XR,MNO;`]. ;`]v NLu: lQ_NTesQ0?ZZ ZK                    |BoostingvQ[^(u&   lBoostingfS0RjVvq_T; AdaBoost SN(uegt+R_8^; wQ ggؚCg͑v7h,gsS:N_8^.%7t          Ew(g^SeQ~3    aSeis([^0O), 6363   @x) Npenc-Nf[`N3 qQmR^e HQNT^\N TNR^e HQ~[N*NW S$N     = LSeQ~v~gf[`N 3  WNd"}ċRvel: RYSSeQ~:Nd[zp O(u/TS_el:NQ~R O(uċRQpeċKmev~g/f&T:Nf}Y SeċRBayesian Score Metric WNXvċR g\c^MDL(Minimal Description Length) ͑ Yُ*NǏ z v0R~b N0Rf}Yv~g WNOVRgvel: ǏO(uagNrz'`hconditional independence (CI) ~b0RQ~vOV~g -S 3 -Q B 3 A        *    },WNMDLvSeQ~gf[`N3(    {kNp[KNvNOo` ^z[hQveTV V-Nvvp/fSϑ /fSϑKNvNOo` ^zg'YCg _bh 9hncN[vp^sQ| nveTV LL ~- WNagNrz'`v SeQ~f[`N3 GP[p^]w ,{N6k (Drafting) {k[pvNOo` ^z[teveTV. ,{N6k (Thickening) Ygcp[ NSd-SRv݋ bُNp[ReQ0RƖ-N0 ,{ N6k (Thinning) hgƖ-Nvk*Np[ Yg$N*Np/fd-SRv HNypُag0!3f3!                       F[HIJKLRwSe\o(WIN!jW( 633   SxSe\o(WIN!jW( 633   Se\o(WIN!jW( 633   TySe\o(WIN!jW( 633  9:Se\o(WINRgBLSA3(    Se\o(WINRgBLSA3(    ;Se\o(WINRgBLSA3(    <EM {lBl_g'Y?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefgrQ # -   (  R> BEquation Equation.30 Microsoft lQ_ 3.0NEquation Equation.30 Microsoft lQ_ 3.0OEquation Equation.30 Microsoft lQ_ 3.0r'UMOVVP Paint.Picture0MOVVPr(VMOVVP Paint.Picture0MOVVPr5hMOVVP Paint.Picture0MOVVPr6iMOVVP Paint.Picture0MOVVP7:http://www.cs.ucla.edu/judea/:http://www.cs.ucla.edu/judea/:Nhttp://www.cs.ucla.edu/drawiche/cs262a/Nhttp://www.cs.ucla.edu/drawiche/cs262a/;Fhttp://www.stanford.edu/class/cs228Fhttp://www.stanford.edu/class/cs228<fhttp://www.cs.berkeley.edu/murphyk/bayes/bayes.htmlfhttp://www.cs.berkeley.edu/murphyk/bayes/bayes.html?Zhttp://www.cs.berkeley.edu/murphyk/pomdp.htmlZhttp://www.cs.berkeley.edu/murphyk/pomdp.htmlBXhttp://stat.duke.edu/courses/spring99/sta294Xhttp://stat.duke.edu/courses/spring99/sta294bLhttp://deas.harvard.edu/courses/cs28lrLhttp://deas.harvard.edu/courses/cs28lrcPhttp://www.ics.uci.edu/dechter/275B.htmlPhttp://www.ics.uci.edu/dechter/275B.htmlyWorksheet Excel.Sheet.802Microsoft Excel Worksheet|Equation Equation.30 Microsoft lQ_ 3.0Equation Equation.DSMT40*MathType 5.0 EquationlQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0lQ_ Equation.30,Microsoft Equation 3.0 Chart Excel.Chart.80$Microsoft Excel VhAlQ_ Equation.30,Microsoft Equation 3.0CEquation Equation.30 Microsoft lQ_ 3.0DEquation Equation.30 Microsoft lQ_ 3.0GlQ_ Equation.30,Microsoft Equation 3.0tJ Equation.30 Microsoft lQ_ 3.0KlQ_ Equation.30,Microsoft Equation 3.0`lQ_ Equation.30,Microsoft Equation 3.0alQ_ Equation.30,Microsoft Equation 3.0blQ_ Equation.30,Microsoft Equation 3.0clQ_ Equation.30,Microsoft Equation 3.0dlQ_ Equation.30,Microsoft Equation 3.0elQ_ Equation.30,Microsoft Equation 3.0flQ_ Equation.30,Microsoft Equation 3.0glQ_ Equation.30,Microsoft Equation 3.0hlQ_ Equation.30,Microsoft Equation 3.0ilQ_ Equation.30,Microsoft Equation 3.0jlQ_ Equation.30,Microsoft Equation 3.0kEquation Equation.30 Microsoft lQ_ 3.0llQ_ Equation.30,Microsoft Equation 3.0mlQ_ Equation.30,Microsoft Equation 3.0nlQ_ Equation.30,Microsoft Equation 3.0olQ_ Equation.30,Microsoft Equation 3.0pVh Excel.Chart.80$Microsoft Excel Vhzech Word.Document.80"Microsoft Word echxlQ_ Equation.30,Microsoft Equation 3.0{jR (MS_ClipArt_Gallery.20,Microsoft Clip Galleryt,  Equation.30 Microsoft lQ_ 3.0t- Equation.30 Microsoft lQ_ 3.0t. Equation.30 Microsoft lQ_ 3.0t/ Equation.30 Microsoft lQ_ 3.0t0 Equation.30 Microsoft lQ_ 3.0t1 Equation.30 Microsoft lQ_ 3.0t2 Equation.30 Microsoft lQ_ 3.0t3 Equation.30 Microsoft lQ_ 3.0t9 Equation.30 Microsoft lQ_ 3.0t: Equation.30 Microsoft lQ_ 3.0t;  Equation.30 Microsoft lQ_ 3.0t<! Equation.30 Microsoft lQ_ 3.0t># Equation.30 Microsoft lQ_ 3.0t?$ Equation.30 Microsoft lQ_ 3.0t@% Equation.30 Microsoft lQ_ 3.0tA& Equation.30 Microsoft lQ_ 3.0tB' Equation.30 Microsoft lQ_ 3.0tC( Equation.30 Microsoft lQ_ 3.0D,lQ_ Equation.30,Microsoft Equation 3.0P>lQ_ Equation.30,Microsoft Equation 3.0Q?lQ_ Equation.30,Microsoft Equation 3.0R@lQ_ Equation.30,Microsoft Equation 3.0tUH Equation.30 Microsoft lQ_ 3.0iEquation Equation.30 Microsoft lQ_ 3.0jEquation Equation.30 Microsoft lQ_ 3.0kEquation Equation.30 Microsoft lQ_ 3.0tl Equation.30 Microsoft lQ_ 3.0mEquation Equation.30 Microsoft lQ_ 3.0v~Equation Equation.DSMT40*MathType 5.0 EquationnEquation Equation.DSMT40*MathType 5.0 EquationolQ_ Equation.30,Microsoft Equation 3.0wEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 Equation}Equation Equation.DSMT40*MathType 5.0 EquationzEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 EquationEquation Equation.DSMT40*MathType 5.0 Equation/ VISIO Visio.Drawing.60$Visio 2000 Drawing0Equation Equation.30,Microsoft Equation 3.01Equation Equation.30,Microsoft Equation 3.05Equation Equation.30,Microsoft Equation 3.06Equation Equation.30,Microsoft Equation 3.07Equation Equation.30,Microsoft Equation 3.08Equation Equation.30,Microsoft Equation 3.09 Equation Equation.30,Microsoft Equation 3.0< lQ_ Equation.30 Microsoft lQ_ 3.0/ 0DArialngswman003YF0"D[SOalngswman003YF0 DTimes New Roman003YF00DTahomaew Roman003YF0"@DN[_GB2312Roman003YF01PDCourier Newman003YF01`DўSOrier Newman003YF01pDSymbol Newman003YF0DWingdingswman003YF0DfNgdingswman003YF01 B .  @n?" dd@  @@`` h ` 8 qFL FG+>O-6<FIPQURV @W[\/WX-]^ .,/H0?2O36YZ451*-C0EF6GvJKST 1./02345"# $ $      %& ' () 7,89: D'H;'8'4   LMN%{?fedcba`_!s  &@y+    K L}= |zH6  w Ezm VD x    w  `:8 M (.  E     D t g 15   r 9AmU% *k </2$t8q-E82$lC?a=682$sm6D82$&+s+;>s 582$CP(%D yzLm2$S?ToV(x2$X5լiA*s b$dիy{> N*+Y  b$(|9,o(9#]2$2Vil+M<d.b$NzIL u/b$y2AqN2$`Oinf"$4?찚 {2$ .r&7f@U2$:;[XɈ2$ϙ0Z6KKXYW2$;h 6P߬X NJ2$I#ڜWތ'2$HIsu 7,2$ZS$*K2$r.Ua@r+6>O2$Cgv*%~-B2$ccD12_P2$f_)aq :P=2$ ؖ2x7Y2$uU 5Cp7Hv2$-N{mGR+B_2$!=He㎁|P2$tʼ_N UP2$p&?r{+/SA2$8&LM1 'r2$ш?*`~vK2$1Q5|Q=/2$>'}F| "$"'40$|2$>&c*T \12$912Wzld@2$H4\H%2b2$,&H?3Pj$2$ȍ_&,H;Kq~2$dƉ/aE?~g2$ u/{A"$2$Է/b0kS2$KL9ݸgK9v_@2$W5)=Y2$ u^e2.6z+2$wQBK\oXJa`tL2$Y",2$ac.2$f[ ;o0b$˜qya:\22$]åɭf!SNF2$ blH"$ɽ-Ÿs>I2$f!`FiCJY6_O2$@C.%YdjQ2$ٮq ;+ 1Νi}R2$AvnE9U}jS2$> sՐ͉ :jPU2$9iF:6oV2$ۉ#vWL'£n)X2$yOpk`trcY2$7  p>Z2$ܤ%]hCjL\2$'YbhLdL3*T^2$hw3STeX ~_2$)Dw誇K2^aR$# jMzf Xa2$<)f ou-&Jq$$2$ b}]6wPn!'ps2$ L-@犐O]cu$$2$3kHlu5ِ|v 0e0e A@A5%8c8c     ?1d0u0@Ty2 NP'p<'p@A)BCD|E?`333f@33V  g4?d?dUYЖF0vppp@ <4!d!d@003Y<4BdBd@003Yqʚ;{K3ʚ;<4dddd@0V___PPT10D[SOes New Roman00TF0TDArialNew Roman00TF0T" DTimes New Roman00TF0T pp*___PPT9 z@?*+ S_ i ؚ~N]zfO =0 ؚ~N]zf(%33  >Q[c63  6.1i 6.2SeisW@x 6.3Sef[`Nt 6.4{USSef[`N!jW 6.5SeQ~v^ 6.6;NRSeQ~ 6.7Se\o(WIN!jW 6.8SeQ~vncctr\#$! a!!! !                    v'SeQ~/fNHN &63  :SeQ~/f(uegh:ySϑޏcisvVb_!j_ [cONNy6qvh:yVgOo`vel (uegSspencv\o(WsQ|0(Wُ*NQ~-N (uph:ySϑ gTh:ySϑvOVsQ|0 Seelck(WNvQryrv Nnx['`wƋhb__00N[vishR0~THQwƋvXϑf[`Nyr'`I{b:NS_MRpencccOYel-Ng:N_Nlvv&qpKNN08ZT! H! (T  I 2SeQ~/fNHN &63  SeReverend Thomas Bayes 1702-1761 f[>m`YW'`v]\O/fSeve sQNQs'`Bl㉄vċ 0b/fN]aɉ0R[vf[؏ g N[Uv0We ُNe(WNuMRv^l gSh /f(WN{kT 1uNv gSShv0W Tvpef[[bnfbeLaplace P. S. (uSevel[QN͑v v~_ SevelTtnNt㉌T͑Ɖweg0FO1uNS_eSeel(WtT[E^(u-N؏X[(W_Y N[Uv0We V (WAS]NN~v^*gnfMcS0 r"^ " W!\     ]  X 3SeQ~/fNHN &63  NASN~R a'Y)Rv~yrB. de Finetti NSVvpg_Jeffreys H. [Sef[>mvt\OQ͑v!.s0,{N!kNLu'YbT t\_Wald A. cQN~vQV{t (WُNt-N Se`S g͑v0WMOOo`vSU\_N[Sef[>mZPQNev!.s01958t^Vg`ENv~Bg_BiometrikahQe͑e R{vNSeve 20N~50t^N NW[eRobbins H. :NNh cQN~SeelT~xQelv~T _w~Luv^lla ُNel__1\>f:yQ[vOp b:N_;mÍvN*NeT0    "  "  "4"   $"$((,",004"488 <"<=#          B      > 4SeQ~/fNHN &63  @wN]zfvSU\ $\vQ/f:ghVf[`N0pencccI{tQw :NSetvSU\T^(ucONf:N^vzz0SetvQm_NkNMR gN_'YvSS080t^NSeQ~(uNN[|~vwƋh:y 90t^NۏNekxvzSf[`NvSeQ~ (uNpencǑcT:ghVf[`N0яt^eg Sef[`Ntebvezf/fB\Q Nwz Q[mvNN]zfv'YRW SbVgct0 Nnx['`wƋh0!j_Ƌ+RTZ{|RgI{0v^NQsNNxvzSetv~~Tf[/g RirISBArE# # u#!&   1SeQ~v^(uW 03  @ RzfQV{ pencT !j_Ƌ+R ;Suʋe e,gt penccc,  " &   5~is.g6363 X ~is:(W'Yϑ͑ YՋ-N NNASuvs3z[0WcяNN*NV[v8^pep [hfNNAQsvS'`'Y\ Rydk8^pep:NNNASuvis :NP(A), sS pP(A) Sis1\/fsv3z[-N_0NUONNAvis:N N'YN1v^[pe sS 0P(A)1 NZ ZCc #                 (  6agNis0'63g63 ( agNis:bNbNNB]~QsvagN N NNASuvisZP:NP(A|B)0v^yKN:N(WBQsvagN NAQsvagNis yP(A):NeagNis0 傋NNANB-NvNN*NQs v^ Nq_TSNNNQsvis sSS_P(A)P(AB)bP(B)P(BA)e RyANB/fvNrzvNN0 !a!a !a!a!a!a !aR!f                                  7Rl[t0'63g63  $N*N Nv[(Ne)NNKNTvis,I{N$N*NNNisKNT,sS P(A+B) P(A) P(B) A0B:N$NNaNN R 0000P(A+B)P(A) P(B) P(AB) ^kAc$#$+c$#$L,      8XNl[t'63  A0B:N$N*NNav^NN RvQXNyvisI{NA(bB)visN(WA(bB)QsvagN NB(bA)QsvagNisvXNy0 0P(AB)P(A)P(B|A) b P(AB)P(B)P(A|B) ,rqc$#$                   DSeQ~[IN63   \SeQvh:yel 3   ]HQis,6363  ^Tis,6363   _TTis,6363  -j+ihQis,6363  1kCpJ SeĉR03  WNagNisv[IN p(Ai|E) /f(W~[nc NvTis p(Ai) /fHQis P(E|Ai) /f(W~[Ai NvncNcpe~vĉ!jv[NWSϑ*Npe SeQ~cONُyTTisR^v'}Qh:yRTTR^:NQ*N@\R^vXNy NlQ_SN wQ vSpe*NpeQ~-Np*NpeHT~'`X TTR^v{HTcpeX0 Q~-NSϑrz'`vc[/f[s'}Qh:yvsQ.0ُyrz'`sQ|(WǏN{|N[g SeQ-Nyr+R gHe0 4ea AW({USSe Nave Bayesian&63$   Iu{USSef[`N!jW 03  D{USSef[`N!jW 3  Ft{USSe!jWvcGS 3  n}Boosting̀of  egnN:PAC-Learning Model Valiant 1984 -11 cQ: :_f[`N{l: Qnxs_ؚvf[`N{l 1_f[`N{l: Qnxs Nؚ,Nk:gsKmeu}Y /f&TSN\1_f[`N{lcGS:N:_f[`N{l \;/; ,           o~Boosting̀of  gRvboosting{l Schapire 1989 AdaBoost{l Freund and Schapire 19954 F            (Boosting concepts(3)  1_f[`N:gweak learner): [N[R^v~7h,g~QGPNN:_N:gsKm 9hnc gNsKmSO N :_f[`N:gstrong learner): 9hnc_0Rv1_f[`N:gTv^vCg͑~QGPg'Y z^ N&{T[E`Qalmost perfect expert) 9hncCNN,ABC,CBSN_vKmhsS[E)Yl`Q\OQ~TQnxv)YlKm 1_f[`N:g :_f[`N:gp. N(3/ N(2v  ,        M "BoostingAm z(loop1)% 3&        qBoosting LǏ z: (WN[vCg͑agN N~penc _QR{|lCt 9hncCtvsteCg͑8Z#Z@"@\        Am zc$ 3 VStep1: SY~ƖeQ &^ gSYR^ Step2: ~Q~Ɩ-NT7h,gvCg͑ Step3: \9eSR^Tv~ƖeQ]wv1_f[`N:g 1_f[`N:g[k*N7h,g~QGP Step4: [dk!kv1_f[`N:g~QCg͑ Step5: l0RStep2, v0R_s0RN[!kpebg^ϑhQ&{TBl Step6: \1_f[`N:g cvQv^vCg͑RCg~Tb_b:_f[`N:g P 30 3E      "          8h_`` 7h,gvCg͑ l gHQwƋv`Q N RYvR^^:NI{iR^ _N1\/f~ƖYg gN*N7h,g k*N7h,gvR^is:N1/N k!k_sNTcؚ7h,gvR^is R7h,g(W~Ɩ-N@b`SCg͑X'Y O_ NN!k_sv1_f[`N:gYƖ-NRϑ[ُN7h,gۏL$Re0 1_f[`N:gvCg͑ Qnxsؚv1_f[`N:gCgؚ͑ _sc6R_c1YQpe0Rg\ (W:_f[`N:gv~T-NXRN*NRCgv1_f[`N:g OQnxscؚ _c1YQpe                             vAdaBoost training error  \t=1/2-Et ; Freund and Schapire f: g'Ys:N: sS~stvX'YHTcpe~vQ\. %Z ZZZJJJ.J             w AdaBoost generalization error(1)!!(  g'Y;`]: m : 7h,g*Npe d : VC~ T : ~npe Pr: [~Ɩv~is YgTYvՋhf: Boosting NO[overfit$ ZZ B      y AdaBoost generalization error(3)!!(  ʑN NՋsa; 7h,g(X,Y)vmargin: margin(x,y)= t=1/2 ln ( (1- t)/ t ) 'YvckLuh:ySO^ؚvcknxvKm 'YvLuh:ySO^ؚvvKm ZZ@ZZ'     $   &  { AdaBoost generalization error(4)!!(  ʑ: S_~]MNOT,Boosting~~cؚLu,N X'YNg\Lu,OR{|vS`'`XR,MNO;`]. ;`]v NLu: lQ_NTesQ0?ZZ ZK                    |BoostingvQ[^(u&   lBoostingfS0RjVvq_T; AdaBoost SN(uegt+R_8^; wQ ggؚCg͑v7h,gsS:N_8^.%7t          Ew(g^SeQ~3    aSeis([^0O), 6363   @x) Npenc-Nf[`N3 qQmR^e HQNT^\N TNR^e HQ~[N*NW S$N     = LSeQ~v~gf[`N 3  WNd"}ċRvel: RYSSeQ~:Nd[zp O(u/TS_el:NQ~R O(uċRQpeċKmev~g/f&T:Nf}Y SeċRBayesian Score Metric WNXvċR g\c^MDL(Minimal Description Length) ͑ Yُ*NǏ z v0R~b N0Rf}Yv~g WNOVRgvel: ǏO(uagNrz'`hconditional independence (CI) ~b0RQ~vOV~g -S 3 -Q B 3 A        *    },WNMDLvSeQ~gf[`N3(    {kNp[KNvNOo` ^z[hQveTV V-Nvvp/fSϑ /fSϑKNvNOo` ^zg'YCg _bh 9hncN[vp^sQ| nveTV LL ~- WNagNrz'`v SeQ~f[`N3 GP[p^]w ,{N6k (Drafting) {k[pvNOo` ^z[teveTV. ,{N6k (Thickening) Ygcp[ NSd-SRv݋ bُNp[ReQ0RƖ-N0 ,{ N6k (Thinning) hgƖ-Nvk*Np[ Yg$N*Np/fd-SRv HNypُag0!3f3!                       F[HIJKLRwSe\o(WIN!jW( 633   SxSe\o(WIN!jW( 633   Se\o(WIN!jW( 633   TySe\o(WIN!jW( 633  9:Se\o(WINRgBLSA3(    Se\o(WINRgBLSA3(    ;Se\o(WINRgBLSA3(    <EM {lBl_g'Y?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefgr-#  չ        !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz|}~      !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz|}~      !"#$%&'()*+,-./0123456789:;<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{|}& ;    !"#'()*+<=>?@ABCDEFGHIJKLMNOPQRSTUVWXYZ[\]^_`abcdefghijklmnopqrstuvwxyz{}~_ƼcPfN