Statistical performances of learning algorithm : Kernel Projection Machine and Kernel Principal Component Analysis
191
0
0
Texte intégral
(2)
(3)
(4) " !$#& ( % ')" "!+*, .-0/1-2 3-4!567 " #8/9 ;:=<0> "!?)A@ #6BDEC !F IG HK$J LMKNPOIK$J K GRQTSIHQUOMKNVWHXYK[ZHM\^]IK ]IK :,>,5_#` " a !567 5_ E! : cb <W" "!7#d ( % ') e!+*3 > "!?)A@ If J ghikjlhnm o J p6mq rJ p6mhnst IG \PH bvuxwy{z}|~" _ux. !?w zR~a[ + 43?[[ 36W ¡ _$¢_+4 6W [ _x £¥¤¦_ §_ [§v¨© + ¢E$_ ª « _ ¬6® ;+v§¯ E[43[§$6$F 4±d ° 6[¬v 8ux²²³xy^~z}wyP´" p µ(f $K OMKH jµ¶ mjmm p µ;· KP\ N{¸ fº¹ V»XYVWGIGK¼ m !?³xw¡~Tz}|ºwzz,½¾¿|³}Àz}Á.Ây{z.½ÃxÃrÄÅzIÀxu |~8zEwy^Æ+Ç}³ Áo²³x´ 3 z % z= peµ(È peµ( peµ( peµ(f peµ;·. »V XYXYK$L ¶FjÉ gq
(5) OIKJ G ¹ \PNK ¶Ft gq º? OIKJ G ¹ \PNK F¶Fh \^LÍÌ\^X p`Ixm K\{N{¸ f¹ VYXYVÏGIGRK¼ m. Ê P\ ËvVWNI\^OMKSIH f HK$J LMVY]IKNPO Ê \PËvVWNI\^OMKSIH
(6) VWHK$Ì$OMKSIH]IK m¹K$Î LMK \PGIGRQTHOMKSIH.
(7)
(8) Ð6ÑPÒÓÔRÕ_Ön×}ØrÙx×}ÚÛ×}ÓlÜÞݧßà6×}ÚÛ×}áPÑIâã×}Ú3×ÓÜPÝ Î f \^LMÌ\^XK$O OIKJ G ¹ \PNKGIQSIHË \äPQ{VÏH GIHQTGRQPLIK¡J SIN©L SåæK$OGI\ÞLMLMVYQTNINI\PN{O µg K$LMO\{SLMLMVIZTH^\Þç Ì$K \4Î äPQTSL . èéSK]IK ênHMSÌ$O SKSLMK$LFÌ$QPXYXW\PURQTHM\^OMVYQTNLQTNPOGISAäPQPVWHºXYKFåæQTSIH µ ¼Q{O HK Ì$QTN{ë\PNÌ$KK$OFäPQPO HìKQTGOMVWËvVYL ËvKQNPO Ì$QTNLMOMVYO SºK[J SIN LMQTSOÍV»KNíVWNK$LMOMVWË\PUXYKGIKN]}\PN{O Ì$K$LO HQPVYL \{NINK$J K$L µ Î XYVYäTVYKH ¶ QTSLMèISK$O OMQTNAKNPO ¹ QSLMVW\^L ËvK K$OFO \]IVYL GRQTNVWUV»X2V»OIK[J XYQTHìL?]IK[NQ{L¡NQËUIHìKS Ê K$J Ì ¹ \PNZPK$L = ] Kî¸æË\^VYXYL QNPO§K$J OIK J GIHK$J Ì$VYKS ʵ
(9) K[GXWSLïRXÏ\©LMKË\^VWNKGI\ÞLMLIK$J K\PSñð p \ Êf XÏ\{NÌ7ò h NLMOÍV»OîSOMK$ó\"K$J OéKJ HVYÌ ¹ K ] KNLMK$VYZTNKËvKN{OML µ t N`Ë©KHÌ$VOMQTSO[GI\PHìOMVYÌSX»VYKH \ Î È VYXYX»K$L ¶ XW\PNÌ ¹ \PH]GRQTSIH L K$ç O HK\{SO \PN{O VWN{OéKJ HK$LÍLéK J \ Î ËvQN_OîHM\ä\^VYX µ j \^OMOÍKNPOMVYQTN§K$OXÏ\AGI\^OMVYKNÌ$K[]IQTN{OFO S \^LFên\^VYL GIHKSä{KQTNPO§K$J OéK J SINKLMQTSIHÌ$KÌ$QNLMO \PN{OMK ]IK[ËvQPOMVYä\ÞOMVYQTN µ \PNL XW\GRKHL GVYÌ\^Ì$VYOIK[J ]IK[OÍK$L HKË\PHìèéSK$LïRÌ$KO HM\ä\^VYXxN \PSIHM\^VYO åì\{Ë\^VYL GIS_\{UIQTSOMVWH µ Î K$J ZPVYL[¼KHìO[GIQTSIHË \ä{QPVWH VÏNVYOMVîK J \§ ® Î XW\_GIHQPZHM\PËË\ÞOMVYQTN KN p \^OMXW\PU µvm \ Ë©QT]IK$LMOÍV»KAK$OO \§OIKîJ ¸ NI\^Ì$VYOéKJ QTN{O GRKHMËvVYL ]IKvHKN]}HK[NQPOîHKO HM\ä\ÞV»X \^ZTHKJ \PUXYK K$OKîô§Ì\^Ì$K µ õöî÷TøPùú»ûüPý$þ^ÿ}ø Fúîû 0÷ ö îü ý$
(10) ÷ Íöø 0÷ û éü ÿ ! 0ý ü{úõ ÿ ÿý "$ø $#`üPý ÷ 0ÿ %&îü î ÿ 0ÿ §üPÿ}( û ' æ)ý * æø{,ÿ +ø 0÷ -#6/ü .-'?úYüPÿ}ý þ[õ ÿR ö !
(11) ù 0$ø 21 0øPúY3ø 0ýîüP5ú 47683 "ÿ 0ý$ ö 9):<,ù ; 8 0ÿ /ÿ = üPÿ}> û 0÷Tø^ö ø ?0÷ @0õ "ÿ ú0ú A
(12) ÿ $Bü D ü Cÿ}ü{Eú 6ö W? ö F øPGù 7+ø ?0÷ (HI æü{ùTÿR÷Tø õ ÿIö ! ù J9K1 îú Lÿ =7ø 0 ÷ ! ?ü )M0ú»ýîø -§üPÿ}N û 0÷ O "ÿ $ö 0ÿ _û 2ö$ýù{ö ö ø{ÿI ö P-QRî ý 0üPSú 0÷üPÿIþT ö > ø 1 îÿI÷ü D û Qý ÷ øP; ú þ ø U #V 2þ÷Tü 0, ú 1ú /þ Wÿ U0XEú !Y ! Z4÷T)ü ,ú0Eú GU*#`ü 0÷ 0ü^ö [\ Wÿ UCú .ü{ÿ}û ^]S !,ÿ UC2 )0÷T
(13) ù F øP,ÿ U`_ ú 2aþ 2YøPÿ % ù .L8 ù !O7ø D0÷ D#6/ü .N'?úYüPÿ}ý þ õ ÿIö ! ù EüPÿ}N û b[úYüPù{)ö ced?
(14) ø 83 Z#fù; ú ú gU2#V 2aþ 0N ø %7P^1 üPù,ÿ U?4
(15) ÷ 2 ö 0ÿ Qý$^ ÷ ü ; 0$ø 20÷ -HI üPùÿI÷Thø õ ÿIö i
(16) ù aP m¹ \PNIò{LOMQ§Ëj HKîê KHK$K$Lï · K\PN{¸ f¹ VYXYVWGIGIK¼KHO\PN] f K$OMKH jµ}¶ \PHOMXYK$OMO µ Î OMQTSLX»K$LËvKËvUIHK$L]}S©åìSIHhj_GIQTSIHFXYKSIHGIHK$J LMKNÌ$K FÈ VYXYX»K$Lï OIKJ G ¹ \PNKPï f \^LÍÌ\^X ï · K\PN{¸ fº¹ V»XYVWGIGK K$O OIKJ G ¹ \PNK QTUVWN µ Î OMQTSOÍK$LXYK$L GRKHLMQTNINK$L\äPK$ÌèISV$å \^VPKS4X QTÌ$Ì\^LÍV»QN]IK?GI\{HXYKH]IKFË\^O ¹ KJ Ë\^OMVYèISK$L É· K\PN{¸ p VYÌ ¹ K$X f QPZPZPV ï J ËvVYXYVYK j KUI\PHMUVYKH$ï · K\PN{¸ f¹ VYXYVWGIGIKv¼KHOï p VYÌ ¹ÉK$Î XYK KUI\^Zï È VYX»XYK$L g K$X»KS Ê ï äPK$L È HM\PN]Iä^\^XYK$Oï j \PSIHKN{O g \ä^\^XYVYKH$ï · K\PN{¸ f VYKHMH? K k\ ¹ \PNKK$O ¶ KHMNI\{H] q K$mX l¯KH µ Î OMQTSOÍKX K$J èISVWGIKF]IK f HQTUI\PUVYXYVYOIKºJ K$O Oî\^OMVYLMOMVYèISK$L]IKX SINVYäPKHLMVYOIKFJ ] HL \jGIQTSIHlXYKSIH L3jéËAGI\^O ¹ VYK µ N"GI\PHOMVYÌSXYVYKH$ï \E Î ¼ VWNÌ$KNPO V»ä{QPVWHM\PH]ï p \PHìV»Kî¸ j SÌ$K m \PSIGVWNÉï · K\PN{¸ p V»Ì ¹ K$X j QSIUIK$L µEp KHÌ$V\PSLMLMV Î\ äPK$L p VYLMVYOMVIK$O f \^O HVYÌ$ò · \PòSIUI/Q nVYÌGIQTSIH Ë \äPQPVWHHÍ\^åQTSOIK J ]IKFXW\ Ë"KJ ËvQPVWHKºK$OxGIQTSIH XYKSIH Ì$QTSIHìOMQPVYLMVYK µ Î ¼\^X KJ HVYK j \äVYZTNKGRQTSIHFLMQN§KîôÌ\^Ì$VYOIK J µ Î OÍQTSLxXYK$L2o0K ÊRp ¸n]IQTÌ$OMQHM\PN{OMLx] HL \j[GIQTSIH XYKSIHrLMQTSOMVYKN g¹ HVYLMOMVWNKPïTGRQTSIHË \äPQ{VÏH \^VY]FKºJ ]}SIHM\PN{O OMQTSONQ{O HK§ÌSIHL SLSINVYäPKHìLMVYO \^VWHK Ì$QTËËvSINÉï h LîË
(17) \ K$q X ¶ µ ïxGRQTSIHLMK$LvÌ$QTNINI\^VYLML \PNÌ$K$LË\ÞO ¹ KJ Ë\ÞOMVYèéSK$L K$OL \åæQ^äVW\^XYV»OIKPJ ï j \PSIHKN{O mµ ïÉ]IQTNPO XYK$LGXW\^VYL \PN{OMKHVYK$LL SIH XYK$L[UIK$XYK$OMOMK$LvËvKê QTN{O KNÌ$QTHKHVWHKPï V»Ì$QÞ¸ XÏ\ÞLï}èISV\PGIGIHK$J Ì$VYKXÏ\AÌ$QTËGI\ÞZTNVYK[]IK$L Ì ¹ VYKNLï SIHK$J XYVYKNÉïGIQSIHLMK$LÌ$QTNINI\^VYLML \PNÌ$K$LVWN{ê QTHMË\ÞOMVYèéSK$L K$O.
(18) r. GRQTSIHX QHZT\PNVYL \^OÍV»QN_]IK$L[NQËUIHìKSLMK$LLMQTHOÍV»K$Lï jTXYä\ÞVÏNñK$O · QTNI\^LïGRQTSIH XYK$LGI\PSLÍKî¸nO ¹ KJ HK$XW\ Ê \PN{OMK$Lï p \PHìV»KPïGRQTSIHL \ ZPKN{OMVYXYXYK$LMLMKPï QTG ¹ VYKPïGRQTSIHL \_URQTNINK ¹ SIËvKSIH ï ¶ QTSO ¹ \^VWNI\IïSINK§]IK$L[L SIHäVYä\PN{OMK$L ]}SEËvQPVYL ] \^Q Sç Oï È HM\ ¹ \PË ïVWN{ên\^OMVYZT\PUXYKHìK$X»K$Ì$OÍKSIH ]IK$LOMK Ê OMK$LKN_\{NZPXW\^VYLï K$V»X ï g¹ HìV»LÍOMVW\PNÉïk\PHVWNKPï È SVYX»XYKËvK$OÍOMKPï p VWNI\Iï OMKîên\PNQ}ï h L ËA\K$q X gµ ï p \PHVYQTNÉï g K$J ]}HVYÌPï{VÏËvUI\^OÍO \PUXYK GIQSIHXYK$L åæKS Ê ]IK ËvQPOMLK$O \ Î XW\vUIQSIHLMVYÌ$QPOMOMKPï p \^O ¹ VYKSÉï p \^ZT\^XYVYKPï LMOÍK$X»XYKPï ¶ KJ \^O HVYÌ$KPï K$J ]}\Iï m¹ QTËA\^LïP¼ VYQPXW\^VWNKPï NPOMQ{VÏNKPï g K$J XYVÏNK K$O È VYXYX»K$L ɵ ï}HK$XYK$Ì$OMKSIH \^OMOMKN{OMV ê ] VÏN{O HQ]}SÌ$OMVYQTN µ S Ê \PË©V»LºK$Oï^KNGI\PHìOMVYÌSX»VYKH$ï\PS åQaj{KS Ê ZTHQSIGIK] h ZTNjGIQSIHXYK$LLMQ{VÏHK$J K$L]IK ]?K$J OMKN{OMK Q ¹ \{NINÉï g \PHQPXYKPï \PNINÉï QTG ¹ VYKPï OIKJ G ¹ \PNVYKPï · K\PN{¸ f \ÞO HVYÌ7òï p QTNLMVYKSIH m¹ QTË\^Lï p \^]}\PËvK OIKJ G ¹ \{NV»KPï
(19) Kî¸ NVYL"ï s\äVYKH$ï f \PSXYVWNKPï¼ VWHZPVWNVYK µ Î \^]IVWNKPïGRQTSIHLî\_GIHK$J LMKNÌ$KHK$J Ì$QTN{ê QHO \PN{OMK[èISV?Ë \ GIKHMË©V»Lv]IK§L SIHMËvQNPOMKH XYK$LGºKJ HìV»Q]IK$Lv]IK ]IQSOMK$L µ.
(20) Î ËvK$LGI\PHKN{OML.
(21)
(22) t. uwvyx{z|vyx@}. 0, " , I " µ GIGIHìKNPOMVYLMLî\^ZPK[K$OLMO \^OMVYLMOÍV»èISK µµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ GIGIHKN{OMVYLML \^ZPK µ µ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ µ µ g \Þ]}HK[Ë\^O ¹ KJ Ë\^OMVYèISK µ µµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ µ mµ Î N/Q jT\{S µ µµ[µµµµµµ[µµµ[µµµµµµ[µ mµ NI\ÞEX jLMKKN Ì$QTËGRQPL \PN{OMK$LGIHVWNÌ$VWGI\^XYK$L \ µ µ µ µ [ µ µ µ µ µ µ [ µ µ µµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Aµ Iµ UåK$Ì$OMV ê L g HìV»O KÎ HK$L µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Aµ Imµ XYZPQTHVYO ¹ ËvK]IKXW\ fºgFµ µµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Aµ Imµ XYZPQTHVYO ¹ ËvK]IKXW< Aµ Iµ \ k fºgFµ µ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Î N/Q jT\{S µ=µµ[µ mµ g QTN{O HVWUISOMVYQTNL Ì$QTNÌ$KHMNI\PN{OX \PNI\ÞEX jLMKKN§Ì$QTËGIQ{L \PN{OMK$L GIHVWNÌ$VWGI\^XYK$L \ K$J XYK$Ì$OMVYQTNí]IKËvQ] K$Î XYKO jéGRK ¶ VÏHìZ KJ K$O p \^LÍL \PHO µ±µµµ[µµµµµµ[µµµ[µµµµµµ[µ µ mµ ¼ p K$O HK$J ZTSXW\PHVYL \ÞOMVYQTN µµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ XYZPQTHVYO ¹ ËvK ¼ p µ}µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Aµ Iµ K$J ZTSXW\PHVYL \^OÍV»QN µ8µ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Aµ Imµ GIGIHQÌ ¹ KLMO \^OMVYLMOÍV»èISK[GIQSIHXW\ ¼ p µ?µµµµ[µµµµµµ[µµµ[µµµµµµ[µ Aµ Imµ mµ g QTN{O HVWUISOMVYQTNL Ì$QTNÌ$KHMNI\PN{OXW\vÌ$XW\^LMLÍV ë}Ì\ÞOMVYQTN µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ f HQPåK$Ì$OMVYQTN©ëNV ¸n]IVWËvKNLÍV»QNINIK$XYXWK µ(µ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Aµ Iµ t N NQTSäPK$Xx\ÞX»Z{QTHVYO ¹ ËvK]IKÌ$XÏ\ÞLMLMV ë}Ì\^OMVYQTN XW? Aµ Imµ \ k KHMNK$X f HìQPåK$Ì$OMVYQTN p \^Ì ¹ VWNK µ mµ j VWËvVYOMK$LK$O GRKHL GIK$Ì$OÍV»ä{K$L ]IK$LHK$J LîSX»Oî\^OMLF]IK[Ì$XW\^LMLÍV ë}Ì\ÞOMVYQTN µµµµµ[µµµ[µµµµµµ[µ ¶ QTHMNK$L]IKHVYLMèISK µ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Aµ Iµ g \ÞX»VWUIHM\ÞZPK]IK$L Ì$QNLMO \PN{OMK$L µ µ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Aµ Imµ . / . . I&/ I@N, / " N, i¡5* Iµ GIGIHìQTÌ ¹ K[ZPXYQTUI\ÞX»K GIHKËvV KÎ HK$L UIQHMNK$L ]IK[HìV»LÍèéSK µoµ[µµµµµµ[µµµ[µµµµµµ[µ I µ µ NI\^XjTLÍK[]IK¼\PGINVWò µxµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ I µ µm g XW\^LÍLMV ë}Ì\^OMVYQTN µFµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Iµm h N{O SVYOMVYQTNEZT\PSLMLÍV»KNINKvGIQTSIH¡XÏ\§HK$J ZTSXW\PHVYL \^OMVYQTN µ±µµµ[µµµµµµ[µµµ[µµµµµµ[µ I µAI µ K$J ZTSXW\PHVYL \^OÍV»QN§O jIGIK m VÏò ¹ QTNQ^ä µ µ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ I µAI µm f HQPåK$Ì$OMVYQTN©ëNV ¸n]IVWËvKNLÍV»QNINIK$XYXWK µ(µ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Iµm GIGIHìQTÌ ¹ K[XYQÌ\^XYK µ µµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ I µAI µ f KJ NI\^XYVYL \^OMVYQTN§OjIGIK ¶ VWHZKJ K$O p \^LML \PHìO µTµµµµ[µµµµµµ[µµµ[µµµµµµ[µ I µAI µm GIGIHQÌ ¹ KX»QÌ\^XYK µ=µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ I µAI µm p Q/jPKNINK]IK \^]IKËA\^Ì ¹ KHXYQTÌ\ÞX»VYLIK$J K µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ I µAI µ g XW\^LÍLMV ë}Ì\^OMVYQTN µFµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ. ¢"¢ / / /. ~. . . .
(23) . £¤\¥-¦§$¥¦\¨ ª"×}áPÓº×}Ö«áPâãÓÑIâe¬$ÉÖ2®ÔÚ¯¬ÔÓ×ÓÜ. Ð6Ó7ÉÖ°Ý^âãÝDӺرª"×}áPÓº×}Ö²³}ÜPáPâK´ , iG i/ *¸5 R-"¹ ¦ *R K&!¸· Iº¸5I*" *»Si Iµ h N{O HQ]}SÌ$OMVYQTN µµ[µµµµµµ[µµ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ IµA f HK$XYVWËvVWNI\PHVYK$L µ[µµµµµµ[µµ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ IµAIµ m¹ K q VYXÏURKHOL GI\^Ì$KQÞê q VYXÏURKHO¸ Ì ¹ ËvVY]IO[QTGRKHM\^OMQHL µ[µµµµµ[µµµµµµ[µ IµAIµA K$Ì$QTN]EQTH]IKHFVWN{OMK$ZTHM\^XÉQTGRKHM\^OMQHL µ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ IµAIµA p \^VWNAêiHÍ\PËvK nFQTHMò\{N]_\^LML SIËGOÍV»QNL µµµµµ[µµµ[µµµµµ[µµµµµµ[µ IµA È KNKHM\^X K$L SXYOML QTN VYZPKN{ä\^XWSK$LQ^ê È HÍ\PË p \ÞO HVYÌ$K$L µ[µµµ[µµµµµ[µµµµµµ[µ IµAIµ QTNÌ$KNPOÍKHK$] g \^LMK µµ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ IAµ IAµ K$Ì$KN{OMKHK$] g \^LMK µ[µµ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ Iµ½ GIGXYVYÌ\^OMVYQTNEOMQ<k KHÍNK$X ¸ fºgF µ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ I½µ }µ t NÌ$KNPOMKHìK$] g \^LÍK µ[µµ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ I½µ }Aµ K$Ì$KN{OMKHK$] g \^LMK µ[µµ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ IAµ g QTNÌ$XWSLMVYQTN6\PN]
(24) VYLMÌSLMLMVYQTN µµ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ IAµ GIGRKN]IV ÊER ]I]IVYOMVYQTNI\^XGIHQQ^ê L µ µµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ IAµ Iµ f HìQTQ^ê Lºê QHFLMK$Ì$OMVYQTN Imµ µ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ IAµ IAµ f HìQTQ^êlê QTH¡LMK$Ì$OMVYQTN IAµ µ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ IAµ IAµ f HìQTQ^ê Lºê QHFLMK$Ì$OMVYQTN Iµ µ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ IAµ GIGRKN]IV Ê6¶ }j QÌ\^X \^]IKË\^Ì ¹ KH g QTËAGX»K Ê VYOMVYK$L µ µµµ[µµµ[µµµµµ[µµµµµµ[µ IAµ GIGRKN]IV Ê6g}j QÌ\^XYV ¾$K$] \^]IKË\^Ì ¹ KH äPKHÍ\^ZPK$LQTN XYX»VWGLMQ{V»]IL µ8µµµ[µµµµµµ[µ IAµ GIGRKN]IV Ê
(25) }g QTNÌ$KN{O HM\ÞOMVYQTN h NK$èISI\^XYVYOMVYK$L µ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ ¿ / * ·À* "I/<"¹ "I ¸·/,<K ¦ *, I!¸I Iº¸5I*" *Á. © ¢. r. »Si }µ h N{O HQ]}SÌ$OMVYQTN µ+µ[µµµµµµ[µµ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ }µA  VÏHìLMO HK$L SXYO µEµµ[µµµµµµ[µµ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ }µA h ËGIHQ^äPK$] K$L SXYO µ_µµµµµ[µµ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ }µ½ g QTNÌ$XWSLMVYQTN6\PN]
(26) VYLMÌSLMLMVYQTN µµ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ }µA GIGRKN]IV ÊE \ p V Ê K$] OîHM\^OMK$ZjAQ^ê K$ZTSXW\PHV¾\^OMVYQTN µÉµ[µµµ[µµµµµ[µµµµµµ[µ }µA GIGRKN]IV Ê6¶ }¶ \^Ì7ò{ZTHQSIN] Q^ê  SINÌ$OMVYQTNI\^X NI\ÞXEjLMVYL µµ[µµµ[µµµµµ[µµµµµµ[µ }µAIµ h N{OMK$ZTHÍ\^OMVYQTN§Q^ê ¶ \PNI\ÞÌ ¹E GI\^Ì$K¼\^XWSK$]  SINÌ$OMVYQTNL µ[µ[µµµµµ[µµµµµµ[µ } µAI µA t LMKQ^êO ¹ K K$LMQPXYäPKN{O µ±µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ } µAI µA ¶ \^LMVYÌ K$L SXYOML µ µµ[µµ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ ÃOÄת"×}áPÓº×}Ö«á{ÔÅ^×}ÑÜPânÔlÓƲÇÉÑĺânÓº×. . ©©. ¦. Iµ IµA. IµA Iµ½. , R ËGR/ I. I* £
(27) Ì *^¹e , RLII · h N{O HQ]}SÌ$OMVYQTN µEµ[µµµµµµ[µµ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ p Q{OMVYä\^OMVYQTNL¡ê QTH¡O ¹ K k KHMNK$X f HQ{åæK$Ì$OMVYQTN p \^Ì ¹ VWNK µ µµ[µµµ[µµµµµ[µµµµµµ[µ IµAIµ m¹ K È \PSLMLMVW\PN h NPO SVYOMVYQTN \ O \ÞOMVYLMOMVYÌ$VW\PN L f KHL GIK$Ì$OÍV»ä{K µµµµ[µµµµµµ[µ IµAIµA Ê OMKNLMVYQTN§OÍQ\ È KNKHÍ\^X g XW\^LMLMV ë}Ì\^OMVYQTN  HM\PËvKnFQTHMò µ±µµµµ[µµµµµµ[µ IµAIµA j VWNIO ò nVYO ¹ k KHMNK$X f HìVÏNÌ$VWGI\^X g QTËAGIQTNKN{O NI\^X jTLMVYL µµµµµµ[µµµµµµ[µ m¹ K k KHMNK$X f HQ{åæK$Ì$OMVYQTN p \^Ì ¹ VWNK XYZPQTHVYO ¹ Ë µµµµµ[µµµ[µµµµµ[µµµµµµ[µ Ê GIKHVWËvKN{OML µEµ[µµµµµµ[µµ[µµµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ I½µ }µ  VWHLMO s SI\^XYVYO \^OMVYäPK rÊ \PËAGX»K$L µµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ I½µ }Aµ s SI\PN{OMVYO \^OMVYäPK rÊ GRKHVWËvKN{OML µ«µµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ. µ·¶ ¼ / / ¼ ~ ÈÉʵ ~RÍ*Î .
(28) ©E[ _© ¢. Iµm Iµm. g QTNÌ$XWSLMVYQTN6\PN]
(29) VYLMÌSLMLÍV»QN µ µµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ GIGRKN]IV Ê¿vF LÍL SIËGOMVYQTNL6\PN]  VWHLMO m¹ K$QHK$OMVYÌ\^X K$L SXYOMLEê QTH§O ¹ K f KNI\ÞX»V¾$K$] g HVYOMKHVYQTN µ_µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ IAµ Iµ LML SIËGOÍV»QNL µFµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ IAµ Imµ K$LîSX»OÍL µ[µµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ IAµ Imµ rÊ GRKHVWËvKNPOÍL µvµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Iµm GIGRKN]IV ʶ } KË©V ¸nLîSIGIKHäVYLMK$] j K\PHMNVWNZ µµµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Iµm GIGRKN]IV Êg4éf HQQ^ê L µµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ IAµ Iµ f HQTQÞêxQ^ê m¹ K$QTHKË RAµ Iµ µvµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ IAµ Imµ f HQTQÞê LFQ^ê m¹ K$QTHKË©L IAµ Iµ \PN] IAµ IAµ ºµ®µµµ[µµµµµµ[µµµ[µµµµµµ[µ IAµ Imµ g QNÌ$KNPO HÍ\^OMVYQTN h NK$èISI\^XYVYO j µvµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ IAµ Iµ g QËËvSINV»Ì\ÞOMVYQTN UIK$O nFK$KN O ¹ K¼\{HVW\PNÌ$K\PN] O ¹ K VYL ò µ µµµ[µµµµµµ[µ IAµ Imµ j QÌ\^XYV¾$K$] \^]IKË\^Ì ¹ KH äPKHÍ\^ZPK µ µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ IAµ Imµ f K$K$XYVWNZ
(30) K$äVYÌ$K µºµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Iµm GIGRKN]IV Ê
(31) äPKHM\^Z{K ¶ QSIN] µFµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ KI KV"&· RËGRL ·Ð¹Ñ í ÓÒ7/, · Iµ h N{O HQ]}SÌ$OMVYQTN µ+µ[µµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Iµ µ m¹ K g XÏ\ÞLMLMV ë}Ì\^OMVYQTN  HM\PË©K n?QHMò µ«µ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Iµ mµ m¹ K ¼ pd XYZPQHVYO ¹ Ë µ;µµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Iµ mµ m¹ K  VWNVYOMK
(32) VÏË©KNLMVYQTNI\^X GIGIHQ\^Ì ¹Éµ µµµµ[µµµµµµ[µµµ[µµµµµµ[µ Imµ p \^VWN K$L SXYO µ«µ[µµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ IAµ Iµ g QËGI\PHVYLMQTO N nV»O ¹ O ¹ K VYL ò ¶ QTSIN] QÞê ¼ p µcµµµµµ[µµµ[µµµµµµ[µ IAµ Imµ j VWNIòOnVYO ¹ k fgF SLMVWNZDk KHMNK$X p Q]IK$XYL µIµµ[µµµµµµ[µµµ[µµµµµµ[µ IAµ Imµ ]Iä\PN{O \^Z{K$LQ^ê m¹ K  VWNV»OÍK
(33) VWËvKNLMVYQTNI\^X K$ZTSXW\PHìEV ¾\ÞOMVYQTN µµµ[µµµµµµ[µ Imµ k KHMNK$X f HQ{åæK$Ì$OMVYQTN p \^Ì ¹ VWNK µ3µµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Iµ SIË©KHVYÌ\^X K$L SXYOML µ6µµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ I½µ }µ SIËvKHVYÌ\^X rÊ GRKHVWËvKN{OMLê QTHFO ¹ K jLMO HQq Ë GIGIHQ Ê VÏËA\^OMVYQTN µIµ[µµµµµµ[µ I½µ }mµ SIËvKHVYÌ\^X K$L SXYOMLê QTHFO ¹ K k fpd XYZPQHVYO ¹ Ë µ8µµµµµ[µµµ[µµµµµµ[µ I½µ }mµ XYQTGRK q KSIHVYLMOMVYÌê QTHºO ¹ K k KHMNK$X f HQPåK$Ì$OMVYQTN p \^Ì ¹ VÏNK µAµ[µµµ[µµµµµµ[µ Imµ g QTNÌ$XWSLMVYQTN6\PN]
(34) VYLMÌSLMLÍV»QN µ µµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ IAµ Iµ g QËGI\PHVYLMQTO N nV»O ¹ f HK$äVYQTS`L ÔñQTHMò{L µ¿µµµµ[µµµµµµ[µµµ[µµµµµµ[µ IAµ Imµ
(35) VYLMÌSLMLÍV»QN µ µµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Imµ GIGRKN]IV Ê`vI VYL ò ¶ QTSIN]IL¡ê QTH¡O ¹ K Â VWNV»OÍK
(36) VWËvKNLMVYQTNI\^X GIGIHQT\^Ì ¹Éµ µµµµµµ[µ IAµ Iµ g XYVWGIGIK$] ËGVWHVYÌ\^X V»Lîò p VWNVWËvV¾\^OMVYQTNEQTN NK p QT]IK$X µµµµ[µµµµµµ[µ IAµ Imµ p Q]IK$X K$XYK$Ì$OMVYQTN µ®µµµµµµ[µµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ IAµ Imµ GIGXYV»Ì\ÞOMVYQTNEOMQ g XW\^LMLMV ë}Ì\^OMVYQTN µoµµ[µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Imµ GIGRKN]IV ʶ }t NV ê QHMË
(37) K$äVÏ\ÞOMVYQTN ¶ QTSIN] µ8µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Imµ GIGRKN]IV Êg4éj QTÌ\^X \^]IKË\^Ì ¹ KH g QTËGXYK Ê V»Oj µ;µµ[µµµµµµ[µµµ[µµµµµµ[µ Imµ GIGRKN]IV Ê
(38) If HQTQÞê Q^ê h NK$èISI\^XYV»O jÕo Iµ pMµ+µµµµµ[µµµµµµ[µµµ[µµµµµµ[µ Iµ GIGRKN]IV ÊI VYZPKN{ênSINÌ$OMVYQTNLVWN O ¹ K È \PSLMLMVW\PNíÌ\^LMK µ µµµµµ[µµµ[µµµµµµ[µ Ï. ÖJ¬×ÓÆ«AáPÔI×Öã×}Ú=ÝOÉÓØÙØ eâ ×ÖãânÔÉÙ á*¬7Ä·°. ©©© Î. . ¸5,/ À*,*& ¸5 Iµ g QTNÌ$KN{O HM\^OÍV»QN§Q^ê O ¹ K. *ÚSº VÏNZ{X»K V»Z{KNPä^\^XWSK$L[\PN] p VÏNIËA\ Ê GIGIHQT\ÞÌ ¹ ê QTH^k fºgFµ µ. / ~ " ¢ ¼ / È&¶SÈ ~Î ¢ .
(39) r. £¤\¥-¦§$¥¦\¨ IµA Â. VÏNVYOMK
(40) VWËvKNLMVYQTNI\^X f HQ{åæK$Ì$OÍV»QN µ µµµµµ[µµµµµµ[µµµ[µµµµµ[µµµµµµ[µ. Û !ÚS! ¸ ». ~Î .
(41) Ü. ä. ÝÇÞ@ßÇàOá¿â. å. ã. zç æ }èz|vyx@éêx@ë7uìv. í. z| æ v. z æ å. éMî$z. g [ K Ì ¹ \PGVYO HKvVWNPOîHQT]}SÌ$OÍV ê?GRQTSIHL SVYO[SINí]IQTSIUXYK©UISO µ
(42) SINKGI\PHìOïIVYXxäVYLMK \vÎ K Ê GX»VYèISKHÌ$QTËAËvKNPOX»K$L \^XYZPQTHVYO ¹ ËvK$Lv] \{GIGIHKNPOÍV»LÍL \^ZPKGRKSäPKN{O©UºKJ NKîJ ë}Ì$VYKH]IK$LËK$J O ¹ Q]IK$L]IK§LMO \^OMVYLMOÍV»èISK§O ¹ K$J QTHìV»èISK µ
(43) K$L X»VYKNL8K$J O HQ{V»OÍL?KN{O HKXYK$L]IQTË\^VWNK$L ]}SºN &K*ï
(44) IK 8K$O ]IK[XW\O , ! !¡5*`Ì$XW\^LÍLMVYèéSKvLMKHQNPO K Êé¹ VWUºK$J L µ
(45) \{SO HKGI\PHOïVYX HK$J L SIËvK XYK$L Ì$QNPO HìVÏUISOÍV»QNL ]IKXW\§GIHTK$J LMKN{OMK O ¹ÉK$Î LÍK µ J O S]IK$L[LMOî\^OMVYLMOMVYèISK$L[] SIN6\^XYZPQTHìV»O ¹ ËvK]IKHK$J ]}SÌ$OMVYQTN6]IKXW\§]IVWËvKNLMVYQTN X \PNI\ÞEX jLMKKNÌ$QT˸ Î NaQ j\PV GRQPL \PN{OMK$L GIHVWNÌ$VWGI\^XYK$L \A S o Ì ¹ \PGVYO HìK$L K$O p µ Iµg QNÌ$KGOMVYQTN"] SIN NQTSäPK$X\^XYZPQHVYO ¹ ËvK§]IK Ì$XÏ\ÞLMLMV ë}Ì\^OMVYQTN XWN \ k KHMNK$X f HìQPåK$Ì$OMVYQTN p \^Ì ¹ VWNK µ J ä\^XWSI\^OMVYQTNí]IK[LMK$L GIKHãê QTHMË\{NÌ$K$LK$O \PNI\^X jLMK$L LMO \^OMVYLMOÍV»èISK$ L o0Ì ¹ \PGVYO HK$L K$O p$µ ®ÔÓÜP×ÓÜPÝ ð
(46) ñð. ð
(47) ñ,. òZó*ó ôõ/ö"÷øiù)ùgúûõ2õ/÷2ù3÷)ú÷)ø ùg÷)ø ü
(48) ý*õ
(49) ñ,ñ`ñññ`ññ`ñññ`ññ`ñññ`ññ`ñññ`ññ`ñ ÿÿÿ
(50) ÿÿ ! "#
(51) $ % "&!
(52) ' ()* òZö*ú-/.ùgõõ/ö10243Dó52Rùgúö÷)õù^ó*ôøiö60Gøió*ú-õù8úO 7 ö92.úý5ñ
(53) ñ`ñññ`ññ`ñññ`ññ`ñ ÿ ÿ ;=<>? @
(54) BA/CD ÿ . ð
(55) ñW ð
(56) ña` ð
(57) ñ l. ð
(58) ñEþ. ð
(59) ñPk. þ + : E. G
(60) H IJ ÿCK F ÿ L MG)N G
(61) $"O MP8Q6 FRS ÿ ÿ ÿ T MG)N G
(62) $"O MPUVQ5 FRS ÿ T £ 2
(63) ö÷)ôø/* X ý*÷3øP
(64) 2 öIùY0!
(65) 2 öZG0 õ/ôö úö÷O-A[ úö*ú-\ . ùgõDõaö]0!2^D 3 ó6, 2 ù3úö"÷õùó*ôøiö6G0 øió*ú- õù úO 7 ö_2
(66) . úý5ñDñ`ññ`ñññ`ññ`ñññ`ññ`ñññ`ññ`ñññ`ññ`ñññ`ññ`ñññ`ññ`ñ ðþ ¨õ b !- õcG0 ÷ø\
(67) b õa÷Y 2 öe" d õf3g2hd5õ 7 i- õ÷ , . óIõf i øiôû õj úù)ù3úô÷ ñ,ññ`ñññ`ññ`ñññ`ññ`ñ ð^k ¨nm y j õa÷2ô õ/b û
(68) ý_i- úôøùgú÷øo 2 ö·ñJññ`ññ`ñññ`ññ`ñññ`ññ`ñññ`ññ`ñññ`ññ`ñ ð: ÿ pÿ MG)N G
(69) $"Oq rsg ÿCE ÿ p t&u% (MP!G!
(70) GN hfv ÿ ÿ p L N @?$
(71) !
(72) G
(73) G' (^N( MP8q rsg v !T £
(74) 2 ö÷)ôø/* X ý*÷3øP
(75) 2 öIù0 2 ö6G0 õaôö*úö"÷i- úg0!!- úù)ù3øowJ0 ú÷)ø/
(76) 2 öIñ ññ`ñññ`ññ`ñññ`ññ`ñ ,^l ÿ ÿ Q_NC>? @
(77) GN yx4 Bz{G"O GN uMMG|v p ÿ } y N(~ MhM)N
(78) $"OF@ MP! Bx4@C
(79) GN _MPU uMZQZ NC>?u@
(80) GN &sf!@?$G ) ø\D · 3 øi÷)õù7õ/÷óIõ/ô ù3ó·õcG0 ÷ø\
(81) õLù d õù ô õb ù3ý_!- ÷ú÷ù" d õ0i- ú
(82) ùùgøPwJG0 ú÷ø\
(83) 2 öSñ ñññ`ññ`ñ ,^ ÿ +ÿ FN ' (v ÿ + !MGG<?!= @ N)
(84) ?!
(85) uCv E.
(86) Ï. £ úó*÷)õaô-ð
(87) ñ1^ô õb ùgõaö"÷ú÷ø\2öDû õab ö õ/b ôú-!õ 8I. &y6_ _9R9_ 9 yO8. Ð ¬7¬ºáP×}ÓlÜPânÝ^Ý/Ùx×6 N t N=GIHQUX KÎ ËvK8] Wü ÿ" Wöîö7üG ï \PSLMLMVv\PGIGIK$XîK Î GI\PHOMVWHí] K Ê KËAGX»K$LïLMK6ê QTHMËvSXYK J \PGIGIHKN{OMVYLML \^Z{K \ ]IKEên\_Ì$ QTNñê QTHMËvK$XYXYK6Ì$QTËËvKEL SVYO SIN QUåæK$ O K$LÍOQTULÍKHäK J K$OXYK8UISOK$LMO§]IK_XWSV\^LMLMQÌ$VYKHSINK ö$ø ) i¡ µj KèISI\^XYV ë}Ì\^OMV ê]IKðÍLMQTHOMVYK$óGIHQ^äV»KN{OF]IKX \PNZPXW\^VYLðMQSO GISOMóSOÍV»XYVYLIK[J GI\PHºXÏ\Ì$QTËAËSINI\{SOéK J VWN{ê QTHMË\ÞOMVYèéSK µ NL SIGIGRQPLMKGIQSäPQPVWH)K lK$Ì$O SKH ]IK$LË©K$L SIHK$L L SIHX QUåæK$O µ
(88) \{NLxXYKFÌ\^L X»KGXWSLLÍVÏËAGX»K ÿ 8 0ÿ}ü ! ï ú £ ¤ /¥ù ¡ GRKSO GIHKN]}HK]IKS Ê ä^\^XYKSIHLNQPOIK$J K$LF\PHMUVYO HM\ÞVÏHìKËvKNPy ]IKXW\ ýúYü^öî ö ¢?ýîü 0øPD O ¦ µ g F µ f Ê K$O§ KÌ\^]}HìK¡\{ULMO HM\^VYO]IK X \PGIGIHKN{OMVYLML \^Z{KKNZPXYQTUIK]IK NQTËvUIHKSLMK$LF\PGIGXYV»Ì\ÞOMVYQTNL \PH K KËAGX»K o Ì$K$OMOMKXYVYLMOMK[K$LÍOXYQPVWN_] K$ç O HK K ÊI¹ \PSLMOMVYäPK p ï ¨"X \^VY]IK\{S§]IVÏ\ÞZTNQPLMOMVYÌvËK$J ]IVYÌ\^X ï ¨"XW\Ì$XW\^LÍLMV ë}Ì\^OMVYQTN ]IK$L Kî¸æË\^VYXYLï ¨"XW\Ì\ÞOéK$J ZPQHVYL \^OMVYQTNv]IKOMK Ê OMK$Lï ¨"XW\UVYQ^¸nVWN{ê QTHMË\ÞOMVYèéSK \PNI\^X jLMKv]IK[]IQTNINºK$J K$LkUVYQPXYQPZ{V»èISK$LïÉÌ$QTËAGIHTK J ¹ KNLMVYQTNE]IKXÏ\©ê QTNÌ$OMVYQTNE]IK Ì$KHO \ÞVÏNK$LGI\PHOÍV»K$L]IK[LIK$J èéSKNÌ$K$L]
(89) [ µ Î K$J OîS]IV»KHFSINKÌ$KHO \^VWNK[Ë\^XW\^]IVYKPï
(90) \PNLFXYK[Ì\^L]IKX \ÞV»]IKv\PSA]IVÏ\ÞZTNQPLMOMVYÌvËK$J ]IVYÌ\^X ïILMVÉQTN§Ì ¹ KHÌ ¹ K \" HìKGIHTK$J LMKN{OMKSIN"GI\^OMVYKN{OvL SIHX»K$èISK$XFQTNêi\^VYO]IK$L©HìK$X»K$äºK$J LË"K$J ]IVYÌ\PS Ê o0K Ê \PËvKNLL \PNZTSVWNLïOî\^VYX»XYKPï GRQPVY]ILï µWµ2Aµ p K$OX»Kên\^VYOèIS VYX \^VYOÌ$QNPO HÍ\^Ì$OIK J XW\ËA\^XW\^]IVYKK$LÍO HKGIHK$J LMKNPOIKJ GI\PHFX K$J OÍV»èISK$OMOMK K$XYXYKä^\PSYO § L VYXK$LMO Lî\^VWN_K$O&¦ L VYXxK$LÍO[Ë\^XW\^]IK µ
(91) Kên\_Ì$ QTNíZ KJ NºKJ HM\^XYKPïIXW\§èéSI\ÞX»VYOIK[J K$O XYKOjéGRK[]IKËvK$L SIHK$LGIHVYLMK$L LîSIO H ;LMQTN{O[VWËGRQTHO \{NPOMK$L XYKSIHGIKHìOMVWNKNÌ$K§êi\äPQTHìV»LÍK©SINK§]FK$J OÍKHMËvVWNI\^OMVYQTNEë\{UX»K ]IK ¡ µ
(92) \PNLÌ$K OîHM\ä\^VYX ïNQTSLNKO HM\^VYOMKHìQTNLGI\^L]IVWHK$Ì$OMKËvKN{Ov]IKÌ$KGIHìQTUX KÎ ËvK µ m QTSOMKX VWN{ê QTHMË\^OÍV»QN8]IQTN{ONQSL ]IVYL GRQPLMQTNLALMKHM\ OÍQTSåæQSIHL[LMQSL[XW\íê QTHÍËvK] SIN"NQTËvUIHK ¢?ÿ ] K Ê KËGXYK$Lfg©ª«)««nªuf¬`HKGIHK$J LMKN{OIK$J L GI\{H X»KSIHìL]IAV lKJ HKNPOÍK$L ËvK$LîSIHK$L\^VWNLMVIèISK?XYK$LFHTK$J K$XYL ¡ ©ª«)««ª ¡ ¬ èISVIX»KSIHrLMQTN{O \ÞLMLMQÌ$V K$J L µxj K$L Ì$QTSIGXYK$L ÿ 0ú0ú»ø{ÿJû £ )ü "ÿ Wöîö$ü NQPOIK J ² ¬ µj K UISOºK$LMO\^XYQTHLº]IK GIQTSä{QPVWH o®f¯ª ¡ ¯ p ï °6± «««Aê QTHÍËvKNPO ú £ ¤ ý ÷TüP Î ¡ GIHK$J ]IVWHK XÏ\4LMQTHOÍV»K \^LMLMQÌ$V K$J K \SINQTUéåæK$O= NKêi\ÞV»Lî\PNPOFGI\^L?NºK$J Ì$K$LML \^VWHKË©KNPOFGI\PHOMVYK]IK X K$J Ì ¹ \PN{OMVYX»XYQTN ] \PGIGIHKN{OMVYLML \^ZPK GIQTSIH Ì$K$XW\Iï XYK$LË"K$J O ¹ Q]IK$L]IQPVYäPKN{O )ü * ÿ}û XW\íLMO HMSÌ$O SIHìKLMQTSL¸WåM\^Ì$KN{OMKvKNPOîHK QUåæK$OÍLK$OLMQTHìOMVYK$LKN_SOMVYXYVYL \PN{OkSINVYèISKËvKN{O XYKNQËUIHìK ëNVx]IK]IQTNINºK$J K$LFê QTSIHMNVYK$LkGI\{HFX K$J Ì ¹ \PN{OMVYX»XYQTN ] \PGIGIHKN{OMVYLML \^ZPK µ
(93) K[GXÏSLï}\ëN§]IK[GIQSäPQPVWHSOMVYXYVYLMKH Ì$K$L Ë"K$J O ¹ QT]IK$LGRQTSIHF]IK$L GIHQUX KÎ ËvK$LFÌ$QTNÌHK$OMLï K$XYXYK$Lv]IQPVYäPKN{OK$ç O HKHKJ \^XYVYL \PUXYK$L]IKêiZ\ Ì$ QTN6\PSOMQTË\ÞOMVYèéSKPïÌ K$LMO¸ \Î ¸n]IVÏHìK©GIHìQPZTHM\PËAË\PUXYK$L LîSIHSINK©ËA\¸ Ì ¹ VWNKLÍQTSLê QTHMË©K] SIN ü{ú ø ) i0÷ -§Jû £ )ü "ÿ Wöîö$ü µkj KGIHVWNÌ$VWGIK§] SIN6OMK$X\^XYZPQTHVYO ¹ Ë©KK$LÍO]IQTNÌ XYK L SVYä^\PNPO µj KN{O HK$J KK$LMOSINVYèéSKË©KNPO§Ì$QTËGRQPLIK$J KA]IK$L]IQTNINºK$J K$Lv] \{GIGIHKNPOÍV»LÍL \^ZPK§K$OvXÏ\ELMQHOMVYKK$LÍO SINKê QTNÌ$OMVYQT´ N µ ³ ]IQTN{OX K$J ä^\^XWSI\^OMVYQTNEKg N d]IQTNINKvSINK©GIHK$J ]IVYÌ$OMVYQTN ]IKXW\LMQHOMVYK[èISVxXWSV K$LMO\^LMLMQÌ$V K$J K µ Î QTNEÌ$QTNINI\^ç¶YOk\{SLMLMV XÏ\§ä^\^XYKSIH]IKXÏ\§LÍQTHOMVYK[KNEèISK$LMOMVYQTNÉïÉQTNE]IVYOèISK[X \^XYZPQTHìV»O ¹ ËvK\
(94) \{NL XYKÌ\^L Q Sí ü ) Wö o QTS8èIS VYX R¤ O ÿ ¤ üPú Wö p LÍVL \EGIHTK$J ]IVYÌ$OMVYQTNñK$LMOvL S{ôL \{ËËvKN{OGIHQÌ ¹ K§]IK§XÏ\EäKJ HVYO \{UX»KAä\^XYKSIH µ j \§èéSI\^XYVYOIK[J ] SINE\^XYZPQTHVYO ¹ ËvKLMKËvK$L SIHK]IQTNÌSINVYèISKËvKN{OGI\PHFXW\§èISI\^XYVYOéKJ ]IK[LMK$L[GIHK$J ]IVYÌ$OMVYQTNL LîSIH ÿ )¤ $övû J ö µEg K$L[]IQTNINºK$J K$L[LMQNPOvSINKên_\ Ì$ QTNñ]IK ]IK$Lv]IQTNINºK$J K$LvèéS VYXFNKÌ$QTNINI\ÞV»LÍL \^VYOGI\^L XYK$L ûPø{ÿ}O HìKGIHQT]}SVWHKXW\[LÍO HMSÌ$O SIHK èISV}XYVYK[XYK$LFQTUåK$OML\PS Ê LMQTHìOMVYK$L ¡ K$OGRKHMËvK$OMOMKN{O]IKLî\ä{QPVWHLMVÉX \^XYZPQTHìV»O ¹ ËvK \v\PGIGIHìV»L \[Î XW\HìK$Ì$QTNINI\^¶çYO HK µj K êi\^VYOFèISKX \^XYZPQTHVYO ¹ ËvKHK$O HìQTSäPK X»K$L UIQTNINK$LLÍQTHOMVYK$LF]IKX K$J Ì ¹ \PN{OMVYX»XYQTN ] \PGIGIHKN{OMVYLML \^ZPKNKZT\PHÍ\PNPOÍV»K GI\^LF]IK[UIQTNINK$L GRKHãê QTHMË\PNÌ$K$LFL SIHºXYK$L]IQTNINºK$J K$LF]IKOMK$LMO µ NA)K lK$OïPXYK$L ]IQNINK$J K$L] \{GIGIHKNPOÍV»LÍL \^ZPK[NKLMQNPOFèISK]IK$LK Ê KËAGX»K$L K$XYXYK$L Ì$QËGIQTHìOMKNPOFXYKSIH GI\PHOF] VWNÌ$KHOMVYO S]IK µ VlX \^XYZPQTHVYO ¹ ËvK XW\GIHKN] KN§Ì$QTËAGOMKPïV»X\^Ì$Ì$QH]IK OîHQTGA]IKÌ$QTN{ë\PNÌ$K[\PS Ê ]IQNINK$J K$LF] \PGIGIHKN{OMVYLML \ÞZPK K$OZKJ NºKJ HÍ\^XYV»LÍK©Ë©QPVWNL[UV»KN Ì K$LMOX Wø Y P¢^ ÿ µ[g KGIKN]}\PN{OïL VYXN K$LMO[GI\^L[\^LÍLMK ¾ë}] K$Î XYK\PS Ê ]IQTN{¸ NºK$J K$Lo0LMQN_SINVYèéSKvLMQSIHÌ$K] VWN{ê QHMË\^OMVYQTN p ïILMK$L Ì\PGI\^Ì$VYOIK$J L]IK[ZKJ NKJ HM\^XYVYL \^OÍV»QNKNíLMKHQTN{O \PSLMLÍVx\lK$Ìî¸ È5eÈ6ÑÈ.
(95) ~9·!~9·. . ¸5¸ " ! G,D
(96) < , ! !¡5* · Î. Î X K$J Ì ¹ \PN{OMVYXYX»QN OéK$J L Ì K$LÍO X Wùÿ}û P¢^ ÿ µj \ÞX»Z{QTHVYO ¹ ËvKv] \PGIGIHìKNPOMVYLMLî\^ZPKv]IQPVYO]IQTNÌHK$LMOMKHë}] K$Î XYK \A ] \PGIGIHKN{OMVYLML \^Z{K[L \PNL]IQTNINKHFO HQG§] VWËGIQTHìO \PNÌ$K \vÎ Ì ¹ \^èISK[]IQTNINºK$J K[GIHVYLMK[VWN]IVYäTVY]}SK$XWXYKËvKNO µ h XK$LMOVWNPOîSV»OÍV êvèéSKEXYK$LGIKHãê QTHMËA\PNÌ$K$L]IK X \ÞX»Z{QTHVYO ¹ ËvKELMKHQTN{OËvK$VYXYXYKSIHK$L LMVQTN"XWSVGIHK$J LÍKNPOMK Î XW\íê QPVYLvK$LMLMKN{OMVYK$XFK$Ov]IV ô§Ì$V»XYKËvKN{O ]IK ð UIQTNINK$LÍó`]IQNINK$J K$L µ6j KSIHvËvVYLMK KNê QTHÍËvKK$LMOSIN"\^L GIK$Ì$O \E ¹ Ê èéSI\PN{OMV ë\PUXYK_Ë\^O KJ Ë\^OÍV»èISKËvKN{O ]IK1NQËUIHìKSLMK$L[K GKJ HVYKNÌ$K$LQNPO[ËvQNPO HKvJ èéS SIN\^XYZPQHVYO ¹ ËvK ] \PGIGIHKN{OMVYLML \^Z{K[K$LMO GXWSL KîôÌ\^Ì$KL V»XlK$LMO GIHK$J ÌK$J ]FKJ ] SINK8K$J O \PGIK]IKÌ$QËGIHK$LMLMVYQTNí]IK$L ]IQNINK$J K$L µ j K$LGRKHãê QTHMË\PNÌ$K$LA] SIN \^XYZPQTHVYO ¹ Ë©K LMKHQTN{OÌ$QTËGI\{HTK$J K$L \6 Î Ì$K$XYX»K$L§] SINÌ\^LvV»]FKJ \^XFQ S" Î QTN GRQPL¸ Î Ê LéK$J ]IKHM\ÞV»OFSINK VWN{ëNVYOIK J ]IK ]IQTNINºK$J K$LºK$OQ S©QTNGIQSIHMHM\^VYOK GXYQTHKHºOMQTSOÍK$LX»K$Lºê QTNÌ$OMVYQTNLGIQ{LMLMVWUXYK$L µ?t NK ]IK$L]IV ôÌSXYOIK$J LHK$J LMVY]IKF]}\PNLXYKFên\^VYOèéS QN[NKÌ$QTNINI\Þ¶ç»OGI\ÞLXÏ\ê QTNÌ$OMVYQTN]IKLÍQTHOMVYK]IKX \^XYZPQTHVYO ¹ ËvKFO \{NPO èéS VYXN \GI\^Lºê QTNÌ$OÍV»QNINKJ L SIHrXYK$L]IQTNINºK$J K$L X»K$L§K$J O S]IK$LZKJ NKJ HM\ÞX»K$L]IK LMK$LGIKHæê QTHÍË\PNÌ$K$L?NºK$J Ì$K$LMLMVYOMKN{O ]IQTNÌv]IK$LÌ$QTNPOîH^QPç XYK$Lä\^XW\PUXYK$L ùT"ÿ $ø )¸¤ -ÿ L SIH X KNLMKËvUXYK]IK$L ê QTNÌ$OMVYQTNL[GIQ{LMLMVWUXYK$L[Ì$QTNLMVY]FKJ HTK$J K$L GI\PHvX \^XYZPQTHìV»O ¹ ËvK KN"èéSK$LÍOMVYQTN µ3h XFK$LMOAVÏËAGIQTHOî\PNPOv]IK_HK$LîGIK$Ì$OMKHAXYK_GIHVWNÌ$VÏGRK6]IK ê QTNÌ$OMVYQTNINKËvKN{O ]IK X \^XYZPQTHVYO ¹ ËvK K$OïxKN GI\{HOMVYÌSXYV»KH ï]IK§ên\^VWHK§X»K_Ë©QPVWNLGIQPLÍLMVWUX»K ] ¹ jIGIQPO ¹K$Î LMK$LGIQSIH[QUOMKNVWHvÌ$K$L Ì$QTNPOîH^QPç XYK$L µ j \8GI\{HOMVYK L SVYä\PN{OMKEäTVYLMK \6 Î VWN{O HQ]}SVWHK_XYK_Ì\Þ]}HK LMO \^OÍV»LÍOMVYèéSK ZKJ NKJ HM\ÞX]IK_Ì$K$OMOMK§O ¹ÉK$Î LMK OMQTSOvKN ËvQTN{O HM\PN{OFèéS VYXK$LÍO \^]}\PGOIKkJ \{S Ê L GºK$J Ì$V ë}Ì$V»OIK$J L ]IK$L GIHQTUX KÎ Ë©K$L] \PGIGIHKN{OMVYLML \ÞZPK µ È6eÈ6º¹. ®<ÉغáP× Ú. ÜÄ×}» Ú¯}ÜPâ{¼ ½º×6. j K8Ì\^]}HKELMO \^OÍV»LÍOMVYèéSK6Ì$XW\^LMLMVYèISK8] SIN.GIHQTUX KÎ ËvK6] \PGIGIHKN{OMVYLML \^Z{K_K$LMO XYK6L SVYä\PN{O XYK$L ]IQTNINºK$J K$L ] \PGIGIHKN{OMVYLML \^Z{K LMQNPOËvQ]FK$J XYVYLIK$J K$LÌ$QTËË©K_K$J O \PN{O¾íÌ$QTSIGXYK$L?]IK ä\{HVW\PUXYK$L \^X KJ \^OÍQPVWHK$LVWN]?KJ GIKN]}\{NPOMK$L K$O[VY]IKNPOÍV»èISKËvKN{Ov]IV»LÍO HVWUISK$J K$J L o\f¯ª ¡ ¯ p ªn°± ««« µg K$LMOXW\6UI\^LMKËEKç Ë©K]IK$LLMO \^OÍV»LÍOMVYèéSK$L QTN L SIGIGIQPLÍK1GRQTSäPQPVWHOMVWHKHVWN{ëNVWËvKN{O]IK§]IQTNINK$J K$LL SVYä^\PNPOSINK§XYQPVë Ê K$J K µ j K$L]IQTNINK$J K$Ly ¯ LMQTN{OX»K$L Yü )
Documents relatifs