Learning Bayesian Networks Using Feature Selection ...


  
 
!#"$&%'  )(*
+ #
),*
.-
/ 0 1*235476829;:=26@?5A@B#C FD E@GIHKJLHKM@HINOQPSRUTNVWJLGIJXPYE[Z5\5GKHKN^]*G_N`GINaRWVKb cedYfcgihkja]$JLE@Pl_NmahFn@oPYGqphXHIPSGmn8jpln@drcesYtSt u;vSwFx`ymz`{5|}~z^€‚Wƒ F„Kz^{…†xmwF‡@ƒ ˆW‡Y‰‹Š § ¨ªY«­¬œ®°¯7« © ±b@JLG[’7a’7N`R¢JLEeHIRKP@–5M8V~N`Ga²E@P™SN`hN`E@b7aE8VWN~Ÿ ]$N`E5H#OQPYRqhLNarRKE@JLE@³*´am\SN^GKJ†aE$E@N`HFµPSRK¶5GµJXHIb a$·@J†aGOQPYRGK] arhLh¸n7b@JL³Yb5Ÿ¸’œRKN–5J†VWHIJL™SNWŸKaSV`V~M@R¥aYVW\ E@N^HFµqPYRK¶5G“›±b@N#E@N^µ;a’@’@RIPeaYVKbGIN`hLNVWHKG#aGIM@·5Ÿ GIN`H‹PrOOQNarHKM@RIN`G¢µb@J†VIb¹] amº@JL]*J¼»`N`G½’@RIN–5J†VIŸ HIJX™YN*aSV`V~M@R¥aYVW\¢’@RKJLPYRHIP[HKbœN*E@N`HFµPSRI¶‹hLNarRKE5Ÿ JLE@³½’@b8arGKNS“½¾¢NN~ºœar]*JLE@NNWº@’@hLJ†VWJLHKhL\[HKbœN*NWO†Ÿ OQNmVWHKGPO#HFµP*aGI’8NV~HKGPO#HKbœNlahL³SPYRKJLHKbœ]‹nrOQNamŸ HIM@RKNGKN^hXNmVWHKJLPSE[arE8–E@P@–5NPSRW–5N`RKJLE@³7“#¿M@RUa’5Ÿ ’@RIPeaYVKb³YN`E@N`RWaHIN`GqEœN`HFµqPYRK¶5G#µb@J†VIb*aRINUVWPS]0Ÿ ’@MœH¥aHIJLPSE8arhXhL\GIJX]$’@hLN`R7HKPN`™SarhXM7aHKN#arE8–µb@J†VIb –5JLGI’@h†am\’@RKNm–5J†VWHKJL™SNaSV`V~M@R¥aYVW\ VWPY]*’8arR¥ar·@hLNqHIP HIb8aHiPOk´am\SN`GIJarEE@N`HFµPSRI¶eGiµb@J†VIb]*P@–5N^h­arhLh arHKHKRIJL·@M@HKN^G“ À ÁeŒËÄÆÅ;ÇÉȌʋà Á@Å; ´ am\SN`GIJarEE@N`HFµPSRI¶5G²arRKNŒ·8N^JXEœ³ËJLE8VWRINaGIJXEœ³ShL\ÌRKNVWPY³Ÿ E@JL»`N–aGaEJL]*’7PSRIH¥arEeH›RKN`’œRKN`GIN`E5H¥aHIJLPSEOQPYR°’œRKPS·7a·@JLhLJLGFŸ HKJ†VRINaGIPSE@JLE@³7“#Í@PYR#] arEe\–5PY] arJXEœGnmHKb@NE@N`N–0HKPGI’8NmVIŸ J¼OQ\HKb@N’@RKPY·8a·@JLhLJLHF\Ζ­JXGIHKRIJX·œM@HKJLPSEœGiOQPSRa´am\SN`GIJ†aE*EœN`HFŸ µPSRK¶½JLGVWPSEœGKJ†–5N`RWa·@hLNSnkarE8–½hLNarRKE@JLE@³$HKb@N`GIN’@RKPY·8a·œJXhLJ¼Ÿ HKJLN`G”OQRKPY]ϖ@arH¥aM@GIJLE@³laEahL³YPSRKJLHIb@]¹hLJX¶YNUÐtlÑÒfÔÓ¸ÕqV~PSM@h†– ahLhLN`™5J†aHINUGKM7VKb GK’7NVWJ¼Ö×V`arHKJLPSE[–5J¼Ø VWM@hLHIJXN^G“ ¾¢Nٖ5N^G¥VWRIJX·7NËaEÚNWº@HKN^E@GKJLPSEÚHKP=HKb@NË´am\SN^GKJ†aEEœN`HFŸ µPSRK¶.hXNmaRKEœJXEœ³a’œ’@RKP5aSVIb@N`GiJLE5HKRKP@–5M7VWN–JLElÐt@“i_UarHKb@N`R HKb7aEÉM@GINarhLhU–@aHWa·8arGKN OQNaHIM@RKN^G‹ÛŽPSR½aHKHIRKJL·@M@HIN`G¥Ü0OQPYR VWPYE@GKHIRKM8VWHIJLE@³ËHIb@NÉE@N`HFµPSRI¶nµqNÝGIN`hLNVWHÉaŒGKM@·œGKN`HÆPO OQNarHKM@RIN`G¹HKb7aHŒ] amº@JL]JL»`NÉHIb@N̒@RKN–­JV~HKJL™SNÌaSV`VWMœR¥aSV~\ POHKbœN;E@N`HFµPSRI¶“Þ±b@N^E¹HKb@N¢hLNarRKE@JLE@³É’œRKP@VWN`GIG‹M@GIN`G PSEœhX\½HIb@NGKN`hLNV~HKN– OQNmaHKMœRKN`GlarGE@P@–5N`GJLE¦hXNmaRKEœJXEœ³*HKbœN ´am\SN`GIJarEÉE@N`HFµPSRI¶“Ë¿M@R½³SPearhUJLG*HIP;VWPSEœGKHKRIM8VWH[EœN`HFŸ µPSRK¶5G#µbœJVIb*arRKNGKJL]$’@hLN`RkHIPN`™SahLM8arHKNSnY·@M@Hµb@J†VKbGKHIJLhXh b8am™YNlb@JL³Yb[’@RKNm–5J†VWHKJL™SNaSV^VWM@R¥aYVW\¦RKN`h†aHIJL™SNHKP½E@N`HFµPSRI¶eG µb@J†VIb]*P@–5N^heahLhYOQNarHKM@RIN`G“i¾¢NNWº8a]*JLE@NiNWº@’@hLJ†VWJLHKhL\HKbœN ßIà î`ïïmøWðù ïr¤ñ €‚z`{Y‡*áixåqwFâ[ò7óÌá#z^£mwKz`F{‰S„qvYèv5xôiwF„Fò7ˆWê ‡¢ð ãä¢êiõ åqîæYçÝò8ó£wKù õz^{öm„lì î~è÷ í éFï êiìé¸æ ëmî ì~ƒ í 쀂°zôizWämˆ¥Ž€Xz^{wFˆK…†xmwFU‰rúXz`„Ž€‚xm{lx^…@„F¤Sˆ ‰Y„Kz`„Fxú‚ˆ`z^wF{í €‚{S£zWú‚£mxwŽ€‚„F¤YÚû î ìWüŽƒ

:Œ68BiŽB#k352ŽBi48‘ TN`’@Hm“#PrO”jPS]$’@M@HIN`R•arE8–$DFE5OQPYRK] arHKJLPSEZ@VWJLN`E7VWN —˜E@JL™SN`RIGKJLHF\*PrO”š›N`E@E@GI\5hX™SarE@J†a šib@JLh†aS–5N`hL’@bœJaœneš7pžmd@žmscŸK S¡YfSd u¢Ž€‚{S£m¤e|£mwKz`‡r€‚ˆ¥{Y„Wƒ }I€‚Wƒ ‰Yv@ˆW{S{œƒ ˆW‡S‰¦Š NWýNVWHKG.POqHFµP*aGI’8NV~HKGPrO”HIb@NahL³SPYRKJLHKb@]¦þ#ÛFaSܕOQNaHIM@RKN GKN`hLNV~HKJLPSEknarE8–½ÛŽ·8ÜE@P@–5NPYR¥–5N`RIJLE@³8“ ¿M@RNWº@’8N`RIJL]*N`E5H¥arhkRIN`GKM@hLHIG™YN`RKJ¼OQ\$HKb8arHUHIb@JLGa’œ’@RKP5aSVIb ³SN`EœN`R¥arHKN`GE@N`HFµPSRK¶5Gµb@J†VIb*aRKNVWPS]$’@M@HWaHKJLPYE8ahLhL\GKJL]Ÿ ’@hLN`R½HKP¢N`™SarhLM8aHIN‹aE8–Ƶb@J†VIbٖ5JLGI’@h†am\;’@RIN–5J†VWHKJL™YN‹aSVIŸ VWM@RWaSVW\ËVWPY]*’8arR¥ar·@hLN[HKPÝHKb7aH[PrO0´am\SN`GIJ†aEŒE@N`HFµPSRK¶5G µb@J†VIb©]$P@–5N`hUahLhOQNmaHKMœRKN`Gm“ÿ¿M@RRIN`GKMœhXHIGnGIJL]*JLh†aRHIP HKb@PYGKNPY·@GKN^RK™SNm–*·5\PYHKb@N`RGIHKM8–­JXN^GPOkOŽNaHIM@RKNGKN^hXNmVWHKJLPSE JLE*hLNaRIE@JLE@³*ÑÒ 5nž¡5n7
ž œn8žmfmÓKn5–5N`]*PYE@GKHIR¥arHKNHKb7aHOQNaHIM@RKN GKN`hLNV~HKJLPSEɒœRKP™5J†–5N`G*VWPY]*’8arR¥a·œhXN’œRKN–5J†VWHIJL™SN[aSV`V~M@R¥aYVW\ M@GKJLE@³½GI] ahLhLN`RE@N`HFµPSRK¶5Gm“*Í@PYRUNWº8ar]*’@hLNSn7·5\[GKN^hXNmVWHKJLE@³ aGOQN`µÉaG
ž ŒPrOkHKb@NOŽNaHIM@RKN`GOQPYR#HKb@N³SN`EœNWŸ¸GI’@hLJ†VWNU–5PŸ ] arJXE›nµqNPY·@H¥arJLE@N–¦a½’@RKNm–5J†VWHKJL™SN*aYV`VWM@RWaSVW\¢PrOdc7“ f  Û¸arGPY’@’7PSGKNm–¦HKP dY @“Òf  µJLHKb¢ahLhOŽNaHIM@RKN`GWÜ`“ PµN`™YN`Rn HKb@NRKN–­M8VWHKJLPYEPO@OQNmaHKMœRKN`GJLG°EœPSHqarhXµam\5G°arG°GIJL³SE@J¼Ö×V`arE5H ÛQNS“ ³7“ @ž
 OQPYRqHIb@NhLN`HKHIN`RRKNV~PS³SEœJXHIJLPSE*–5PY] aJLE8Ü^nµb@J†VIb JL]*’@hLJLN`GiHKb8arH#OŽNaHIM@RKNGKN^hXNmVWHKJLPSE½GIb@PSM@h†–·7NM@GKN–½aY–5™5JXG Ÿ N–5hL\5n@aE8–$JLHKGNWýNVWHJLG–5PS]½aJLE5Ÿ”arE8–*–œaH¥aԟ –­N`’8N^E8–5N`E5H“ ±b@NRKN`]½aJLE8–5N^R#POkHIb@N’8a’7N`RJXGPSRI³earE@JL»`N–*arG#OŽPShLhLPµG“ Z5NVWHIJLPSE[tJLE5HKRKP@–5M7VWN`GHKbœN´am\SN`GIJarE*E@N^HFµqPYRK¶hLNaRIE@JLE@³ ahL³SPYRKJLHKbœ]˵b@J†VIbµqN]$P@–5J¼OQ\en^HKb@NÐtarhL³SPSRIJLHKb@]¦“×Z­NVIŸ HKJLPSEÝ¡‹–­N`G¥VWRIJL·8N`G$PSM@RE@N`µÚhLNaRIE@JLE@³‹ar’@’@RKP5aSVIbk“;Z­NVIŸ HKJLPSEÝc¦PSM@HIhLJXEœN`GHKb@N½NWº@’7N`RKJL]$N`E5H¥ahU–­N`GKJL³SE›n•arE8–;Z­NVIŸ HKJLPS E ¦GKM@]$] arRKJL»`N`GHIb@N½NWº@’8N^RKJL]*N`E5HWahRKN`GIM@hLHKG“ÉZ­NVIŸ HKJLPSEÝ ‹V~PS]*’7aRKN^GlaE8–ÆVWPSE5HIR¥aGIHKGPYM@RÎar’@’@RIPeaSVIbƵJXHIb PSHIb@N`RRKN`h†aHIN–µPSRI¶“°Í›JLE8ahLhL\5nµNUGIM@]*]½aRIJX»^N#PSM@RVWPSE5Ÿ HKRIJX·œM@HKJLPSEœGJXE[Z5NmVWHKJLPS E œ“ ® kª I®   « #¬ k®i¬  "!   ¾¢NE@PµÙ–5NWÖ7E@NHKbœNhLNarRKE@JLE@³ahL³YPSRKJLHIb@]ÌM@GKN– JXE½Ðt@$“ # pUGIGKM@]$N¢HKb8arH µN¦b8am™SN¢aݖ@aHWa·8arGK& N % Pr(O ')V`arGKN`Gmn µb@N`RIN*NaYVKb¢V`arGKN*VWPYEeHWaJLE@GaE JXEœGKH¥arE5HKJ†aHIJXPYE½OQPYRUNaYVKb POqaGIN`*H ) PO +¢–5JLG¥V~RKN`HINOQNmaHKMœRKN`Gm"“ ,"-¦–5N`E@PYHKN`Ga·7NWŸ hLJXN~OUE@N`HFµPSRK¶¢GIHKRIM8VWHKMœRKN[RIN`’@RKN^GKN`E5HKJLE@³¢HIb@NOŽNaHIM@RKN`GJLE )“iDFE½a·7N`hLJLNWO°E@N^HFµqPYRK¶n@aE@P@–5NRKN`’@RIN`GKN^EeHIGaOQNmaHKMœRKNSn aE8– HKb@N½a·@GIN`E8VWN½PrOaE;aRWV·7N`HFµN`N`EÝHFµqP E@P@–5N`G*–5NWŸ E@PSHIN`G[email protected]–5N`’7N`E8–5N`E7VWNPO#HKbœNHFµqPEœP­–­N`GU³YJX™YN`E½HKb@N RKN`]½aJLE@JLE@³$E@N`HFµPSRK¶¦GKHIRKM8V~HKM@RINS“[±b@N’7PSGIHKN`RIJLPSR’@RIPS·5Ÿ .0/ ˆ‰SFˆ„F¤Sˆ{Sxmˆ¥{Y}IúXz`„F‰YwFˆ‰YFˆW‡€‚{l„F¤Yˆqv5z`v5ˆWwFx{ ù ì ã2ä 1ˆWwFFâx^ym€‚„F•z^{S4‡ 3ixxmv5ˆWwû î ì ñ5 üQƒ

a·œJXhLJLHF\¢POa¢E@N^HFµqPYRK¶;³YJL™SN`EÝHKbœN‹–@aHWa@
n Û , - %Ü^nJLG ’@RIPS’7PSRKHIJLPSE8arhHKP¢HKbœNWPSJLE5H’@RKPY·8a·@JLhLJLHF\eniGIP¢E@N`HFµPSRI¶eG V`arE·8NRWaE@¶YN–aSV`V~PSR¥–­JXEœ³HKPHKbœN`JLR WPSJLE5Hi’@RKPY·8a·œJXhLJLHKJLN`Gm“ ±b@NGKJLE@³YhLN]$PSGIHqhLJL¶SN`hL\E@N`HFµPSRI¶*JLG³SJL™SN^E*·5\ , - 

arRK³S]½am º ›Ñ Û , - %܎Ó  ÐtVWPYE@GKHIRKM8VWHIG•a.´qam\YN`GKJ†aEE@N`HFµPSRI¶OŽRKPS]ÌaGKN`HPO7OQNaԟ HKMœRKN`GaGOŽPShLhLPµG“Ðt*GIN`hLNVWHIGHKb@NE@N^HFµqPYRK¶ÆÛQPSMœHPOUa GKN^HUPOi’8PYGKGIJX·œhXNE@N^HFµqPYRK¶5GUNWº@’7PSE@N^EeHIJ†ahJLE½HKb@NE5M@]·7N`R POUEœN`HFµqPYRK¶¦E@P@–5N`GWܵb@J†VIb¢] aÔº@JX]$J‚»`N^GHIb@NE@N`HFµPSRI¶  G ’7PSGKHIN`RKJLPYRq’@RIPS·8ar·@JLhLJXHF\5n Û , - %Ü`“#ÐtRIN YM@JLRKN`GUarEPSR Ÿ –5N`RIJLE@³PSE$HKb@NOŽNaHIM@RKN`G˜OQRKPY]µb@J†VIb½HKb@NE@N`HFµPSRI¶*µJLhLh ·7NlVWPSEœGKHKRIM8VWHIN–“ JL™YN`E[aE½PSRW–5N`RKJLE@4³ + Õ  + #    + PO HKbœN ' OQNarHKM@RIN`GnÐtÆH¥ar¶SN`G½NaYVIbÙGIM8V`VWN`GIGKJL™SN OQNarHKM@RIN JLEÝHKb@N½PSRW–5N`RIJXEœ³8naS–@–­G*JLHÎarG a E@P@–5N +JLEÆHKb@N[EœN`HFŸ µPSRK¶nSarE8–VWRINaHIN`G’8aRIN`E5HKG›OQPSR +JLEla³YRKN`N–­\O¸arGKb@JLPYEkþ R¥arHKb@N^RHKb8arE;N`™SarhXM7aHKN½ahLh#GIM@·@GKN^HKG*PrOUE@N`HFµPSRI¶;E@P@–5N`G +  +    +"! aG’8aRIN`E5HqE@P@–5N^Gn5Ðt GKN`hLNVWHIGUaGqa ’8aR Ÿ N`E5Õ H½E@# P@–5N[HIb@N‹Õ HIb@N$#&%('*),+-EœP­–­N‹JLE/.+ Õ  + #    +"! 1Õ 0 µb@J†VIbÉ]*PYGKHJLE8VWRINaGIN`G½HKb@N¦’7PSGKHIN`RKJLPYR ’œRKPS·7a·@JLhLJLHF\¢PO HKbœNqE@N^HFµqPYRK¶GIHKRKM7VWHKM@RINS
“ 2N`µÆ’8aRIN`E5HiE@P@–5N`GqarRKNaS–@–5Nm– JLE8VWRIN`]*N`E5HWahLhL\UHKP +karG°hLPYE@³arG”–­PSJLE@³UGIPJXE7VWRKNarGKN`GHKbœN ’7PSGKHIN`RKJLPYRq’@RIPS·8ar·@JLhLJXHF\PrO×HIb@NUE@N^HFµqPYRK¶³SJL™SN`EHIb@NU–@arH¥a@“ ¿M@R½E@N`µÞar’@’@RKP5aSVIbɒ@RIP@VWN`N–5G¦JLEÝHFµqPƒ@b8aGIN`G“̱bœN Ö8RIGKH*’œb8aGIN V~PS]*’œM@HKN`Ga¦GKMœ·@GKN`4H 365 )ÚPrOUOQNarHKM@RIN`G HKb7aH³SN`E@N^R¥aHIN`GUHIb@NUEœN`HFµqPYRK4¶ ,87µJLHKb*bœJX³Yb@N`GIHq’@RIN–5J†VIŸ HKJL™YNqaSV`V~M@R¥aYVW\enmµb@N^RKN , 7 –5N`E@PYHKN`GiHKbœNqE@N^HFµqPYRK¶OQPSRI]*N– OQRIPS] HKbœN[GKM@·œGKN`:H 9;5 )ÞPrOOQNaHIM@RKN^G“±bœN[GKNV~PSE8– ’@b8arGKN½VWPS]$’@M@HKN^GlHIb@N*E@N^HFµqPYRK¶ÆۆOQRIPS] HKb@N$GKN`HPrOOQNaԟ HKMœRKN`G 3ܵb@J†VIb[]½amº@JL]*J‚»^N`GHKb@N’œRKN–5J†VWHIJL™SNaSV`VWMœR¥aSV~\ P™SN^RHKb@NHKN^GKH–œaH¥aœ“ ±b@NhXNmaRKEœJXEœ³lahL³SPYRKJLHKbœ]ËHKb7aHµqNM@GKNSn@V^ahLhLN–*j´nSJLGa ]*P@–5J¼Ö8Nm–½™SN`RIGKJLPSE¦POUÐt¦Ñ trcmÓK“¾Éb@N^RKNarGlÐt[aGIGKM@]$N`G aE@P@–5NPSRW–5N`RKJLE@³7n@j´ÆM@GKN`GUV~PSE8–5JLHIJXPYE8ahœJXE7–5N`’7N`E8–5N`E7VWN Û¸jDKÜHIN`GKHIGUHIPl³YN`E@N`RWaHKN:a ahLHKPYRKH¥a$GIb@PµËHIb@NJL]*’7PSRKHWaE8V~NlPrO•–5N`RIJX™YŸ JLE@³la.³SP5P@–E@P@–5NUPYR¥–5N^RKJLE@³½Ñ trcmÓKnS³YJX™YN`E*HIb@*N +?Y’7PSGKGIJL·@hLN E@P@–5NPSRW–5N`RIJXEœ³SGUPYE + OQNarHKM@RIN`G“ § F !¬ FC« IJ @ A k®›C« BU¬ ED GF k¯7«  H ¾¢N*JL]$’@hLN`]*N`E5HIN–[HIb@N[Í@NmaHKMœRKN[Z5N`hLNVWHIJLPSEÝpUhL³SPYRKJLHKbœ] M@GIJXEœ³ÉHKb@N;j´ arhX³YPSRIJXHIb@] JLEÙ·7PSHIb¹HKb@NÆE@P@–5N¢GKN^hXNmVIŸ HKJLPYE aGµN`hLh×arGqHIb@NE@N`HFµPSRK¶*V~PSE@GIHKRKM7VWHKJLPSE½’@b7aGKNY“#¾¢N V`arhXhHKb@JLG½a’@’@RIPeaYVKbŒÐtԟ¸pZn#GIJLE8VWN¦JXHMœGKN`G½HKbœN[·8aGIJ†V ÐtlarhL³SPSRIJLHKb@]ÌahLhLJXNm–µJXHILb K˜HKHKRIJL·@M@HKNN MSN^hXNmVWHKJLPSE$JLE*HKbœN E@P@–5NGIN`hLNVWHKJLPYE’@b8aGINS“i±b@NUarhX³YPSRIJXHIb@]¹µNM@GKNJLG#µb8arH b8arGq·7N`N`E[–5N`GWVWRKJL·7N–[arG•Pa ORQTS&UUC-VQXWZY\[-]+7ÑXžm¡mÓKnYJXEHIb8aH

l“ SN^E@GKN`E›n×arE8– Í“ SN^E@GKN`E›“ — D 2ÙaZ­b@N`hLh5OQPYR°´M@JLh–­JXEœ³´N`hLJXN~O —EœJX™YN`RKGIN`GOŽPSRUg›º@’7N`RKHZ5\5GKHKN^]*G“›DFE  QTY
!K"
^n ’8ar³SN`GžsSfYs žsSf @n@žmdSfYd@“ Ñ crӾ˓Òo#“7´#MœEeHIJLE@NlaE7–½±“ 2˜JX·œhXN^HKH“p OQM@RKHIb@N`RVWPY]Ÿ ’8arRKJLGKPYE©PrOGI’@hLJXHIHKJLE@³¦RKM@hLN`GOŽPSR–5NVWJLGKJLPYE5Ÿ¸HIRKN`N JXE­Ÿ –5M8V~HKJLPSEk“ #…S %n'-%$-TScQV'C%n' )Ôn @nždYdStœ“ Ñ$ÔÓ j“qjarR¥–5JLNS“É—˜GKJLE@³;TNVWJLGIJXPYEݱ°RIN`N`G$HKP¢DF]*’œRKP™SN jaGINWŸF·8aGIN–oNarRKE@JLE@³7“@DF&E  QTY'#—S %n'-($-TScQV' %n'*)n@’7a³SN^GUt  @¡Stœ“ ½PYRK³5aE[ÐaM5OQ]½aE@E›n@ždYdS¡@“ ÑÒ ÔÓ _“jarRKM8arE8a*arE8–[T“8͜RKN`JLHWa³8“ RIN`N–5\‹arHKHIRKJL·@M@HIN GKN^hXNmVWHKJLPSE›“kDFE$¾Ë“ejPYb@N`E½aE8– .“ ˜JXRIG¥VIbkn5N–­JXHIPSRIGn  QsY )#…S* %('-+$-sSQV' %n'*)nS’8ar³SN`GtS,f ­¡Y @,“ ½PYRK³5aE ÐaM5OŽ] aEœEkn8žmdSdrc8“ Ñ$ÔÓ ši“Sjb@N^N`GKN`]½aE*arE8–¾Ë“S¿h†–YOQPYR¥–nNm–5JLHKPSRIGG“ M -]+ - %n'*)#—Y\[-]+#+VQTYcW-uS S.:K
:S'[—M S %# %/�
21k“ Z5’@RIJLE@³SN`R xŸ >N`RKh†a³7nždYdc8“ ÑÒfÔuÓ “ÒÍ“#jP5PS’7N`R*aE8–Æg“ N^RKGK¶YP™5JXHIG“ÝpÞ´am\SN`GIJ†aE ½N`HIb@P@–ÝOŽPSRHKbœN‹DFE8–­M8VWHKJLPYEÉPOPOlšiRIPS·8ar·@JLhLJXGIHKJ†V 2N^HFµqPYRK¶5GOQRKPY]ÞTarH¥aœ“DF3 E #…S* %n'-4$-sSQV' %n'*)65n ’8ar³SN`G c @ StœneÐhLM5µqN`RmnždYdSt@“ ÑÒdÔÓpl“Òši“TamµJ†–“lšiRIN YM@N`E5HKJ†arh#pUE8arhL\eGIJLGnkZ5HIP@VKb7aGKHIJ†V jPS]$’@hLNWº@JLHF\‹aE8–Ý´am\SN`GIJ†aE;DFE­OQN`RKN^E8VWNS“ DF7 E 8“ ¢“ ´N`RKE8arR¥–5P72n 7“8´N`RK³YN`Rnœpl“@TamµJ†–nearE8–$pl“@Z5]$JLHKbkn N–5JLHIPSRKGmn 88S:9-s#V% Sc'eM S %# %/s##N`RKh†ar³8nždYdc7“ ÑL
ž mÓlši“okaEœ³ShLN`\5“ÿZ­N`hLNVWHKJLPYEÉPORKN^hXN^™SaE5HOQNmaHKMœRKN`G½JLE ]½aSVIb@JLE@NUhLNarRKE@JLE@³7“iDFE‹_C“  RKN`JLE@N`Rmn@N–­JXHIPSRmHn ‹QTY KXKK"
=IS+n+M'9WUCY\#V%0*W Yc'J
-V+-!
S'@s-^“pUppUD šiRIN`GKGmniždSdrc8“ ÑLžfmÓlši“okaEœ³ShLN`\ÉaE8– Z“qZ@ar³SNS“=DFE8–5M7VWHKJLPSE POlGIN`hLNVIŸ HIJX™YN·8am\SN^GKJ†aEVWh†aGIGKJ¼Ö8N`RIG“DFKE  QsY L Yc'Yc'M?G' s-]Q Sc%n' 9%('wK"
^n@’8ar³SN`GU¡YdSd 5cesY @“ ½PSRI³eaE½ÐaM5O†Ÿ ]½aE@Ekn7ždYdc7“ ÑLždmÓlT [aS–5JL³5aEknp“_UamOŽHKN`RI\e4n 7%“ NqPSRI¶×On 8“´#RWaS–YŸ GIb8amµnSaE7–_“mpUhL]$PSE8–“Z5HIR¥arHKN`³YJXN^GiOQPSR R¥ar’@b@J†V`arh ½P@–5N^h×Z5N^hXNmVWHKJLPSE›“DFK E  QTY@
V' -]QV'S % Yc'S+C4YQ # Y&UwY'K"

S'[8M S %# %/s#`nm’8ar³SN`Gk¡Y¡@ž @¡S¡Y @nždYdS¡œ“ ÑÒtSsmÓ±4“ [arRKJLhLheaE7–lT“ RKN^N`Ek“8¿EHKb@NNWýNVWHIJX™YN`E@N`GIGPO RINVWN`’@HIPSRIGUJLERKNV~PS³SEœJXHIJLPSE*GI\5GKHKN^]*GP“
GLGLGRQQsS'*# Yc'S
V'\YQVW S % Y'>Q -sYQ9n@dœþLžSž 
ž œn8žmdS S¡œ“ ÑÒt@žWÓlši“ ¢“ ½M@RI’@b5\ÙaE7–ÙT“ ¾Ë“#pb8a@“Ú—UjD½_N`’7PSGIJ‚Ÿ HIPSRK\PrO [aSVIb@JLE@NoNmaRKEœJXEœ³TaHWa·8arGKN`Gm“ [aSVIb@JLE@NWŸ RINaS–@ar·@hLN–@arH¥a.RKN`’7PSGIJLHKPSRI\en5TN`’@Hm“5POkDFE5OQPYRK]½aHKJLPYE arE8–ÌjPS]*’œM@HKN`R¢Z@VWJLN`E7VWNSn½—E@JL™“PO‹jahLJ¼OQPYRKE@J†a@n DFRI™eJLE@NY“ ÑÒtStmÓ ¢C“ 2aRIN`E8–5RWaaE8–$Ðl“@͜M@¶5M@E8ar³eaœ“pÙ·œR¥aE7VKb[arE8– ·7PSM@E7–;ahL³YPSRKJLHIb@]&OQPSROQNmaHKMœRKN½GKM@·œGKN`H$GKN`hLNVWHIJLPSEk“
DGLGLGQQsS'*# Yc'7 YcWU  -]Qs#`n8jŸKtS ­Û¸dSÜ^þÒd@
ž , ­dYtSt@n žmd œ“ ÑÒtS¡mӾ˓iZ5JLN–5hLNVI¶5JUaE73 – 8“iZ5¶5h†aE@GI¶5\e“¢¿E©arM@HKPY] aHIJ†V OQNmaHKMœRKNGKN^hXNmVWHKJLPSE›6“
'C+T" YU4 S -VQ]' -TY&)'C% % Y'–S'[—KQ % ABV%"S+L
V' -]+n+ % )c-]'@s-`nt­Û¸tSÜ^þLžd , ­tYtSs@n žmdSfSfœ“ ÑÒtcÓ ¢“7Z5JLE@³Sb¦aE8– ¢“ >qarhXHIPSRIH¥a@“´am\SN`GIJ†a…E 2˜N`HFµqPYRK¶ Z5HIRKM8V~HKM@RIN`GOQRKPY]ÞTaH¥aœ“DFV E  QTY Y'4?'@s-]Q S%n' 9i%('iKQ % ABV%"S+*
]' -]+n+ %)c-]'@s-^n’8a³YN`Gqt Sd @tS  @n ½PYRK³5aE5ŸKÐaM5OQ]½aE@EšiM@·œhXJLGIb@N`RKGmniždSdY¡@“ ÑÒt mÓloX“ WUMkn@ši“ N•arEkn5aE8–0±“@jb8aE@³7“°´N`GIHFŸŽÖ8RKGIHUGKHIR¥arHFŸ N`³Y\OQPSR”OQNaHIM@RKNGIN`hLNVWHKJLPYEk“kDFKE ‹QTYPYk%('
V' -]Q 'S %"Y'Sc+" Yc'kYc'> S -]QV'= -TY&)'C% % Y'@ni’7a³SN^G YsS  SsYf@“DKg#gg©jPY]*’@MœHKN`RqZ­P­V~JXN^HF\ šiRIN`GKGmnkždYfSdœ“