Mutual information, Fisher information and population coding
Texte intégral
(2)
(3)
(4) ! " #
(5) %$ & & %
(6)
(7) '()$% * +,.-/10.24365798;:=<>0?2@:BACD<E2@:GFIH#,.<E7J7J<+K24A;2@0 L;M9NDOPIM9QROTSUPIVXW4VY"Z\[^]IS`_Ea4VbEQcM9QISU]dQISU_Ea4V W4Vfehgjilknm#kjbDkpo iqrOeUVfmsOPItuMTeUV b>a4v?Vrw PISUVra4PIV xzy4{ PIa|V#LGZ4OTtuO}|W {~x9| YMTPdSU] V
(8) W|VK >{4 PIMT}4qrVTk V
(9) tuMTSUeh|N4Pda4}4V
(10) eeUv4]rknVr}4]
(11) kP { }@M9W@MTee`v4]
(12) kV
(13) }4]rkPrk Dr^ # ¢¡E£¥¤R¦J9 §£R¨ ¦©ª^«¬«® £c §£c¬£¯¢ ¢°p®f« ¢°±¦J«E²® ¦²\£³|¯§£³±£¤R ¢°±¦J@´\°± °p¯B¦JE³±µ¶T·E°± §£ ¬¢£¤R£9 ¢³±µ¸ ¢¡E« 6«²E°±¬£¤R ³p°¹\º»|£c h¼B£c£½ ¢¡E£)¾;¿`ÀÁÂcÃu¿UÄÅcÆÃIÇ ÈJÉ¿ÆÄ«E²½°p\©U¦¬®f« ¢°±¦J ¢¡\£c¦¬¢£c ¢°p¤¶T·E«9 ¢°± ¢°±£¯¥¡E«¯¥»4£c£Ê£R¨¡E°p»^°± §£²@Ë>ÌÍ£ ÎJ°±Ï£ «Í°pz §£c¬ªE¬¢£c ¢« ¢°±¦Jʦ©; ¢¡^°p¯?³¹°p\º ¼°± ¢¡E°¹% ¢¡\£Ð¯§ ¢«E²E«¬²Ñ©U¬«® £c¼¦¬¢º%¦©s°p\©U¦¬®f« ¢°p¦JÒ ¢¡\£c¦¬¢µËÌͣͯ¢¡\¦r¼Ó ¢¡^« °¹Ò ¢¡\£ ¤R¦Jz §£R¨ ¦©@ª4¦ª^·E³p« ¢°±¦J¤R¦T²E°¹\Î\´z ¢¡\£ ®·E ¢·E«³>°¹\©`¦¬d®f« ¢°±¦J »4£c .¼£c£ ¢¡\£¥«¤R ¢°±ÏT°p .µ ¦©1« ³p«¬¢Î£;«¬¬«µ¥¦©\\£·\¬¢¦J^¯@«E²s«"¯¢ ¢°p®·^³p·E¯| §¦¼¡^°p¤¡¥ ¢¡\£B\£·\¬¢¦JE¯1«¬¢£= ¢·E\£²s°p¯E« ¢·\¬d«³p³±µ ¬¢£³p« §£² §¦Í ¢¡\£ÕÔÖ°p¯¡\£c¬ °p\©U¦¬®f« ¢°±¦J@Ë× ¢¡\£Õ³p°±ÎJ¡9 ¦© ¢¡E°p¯X¬¢£¯·E³± ¼B£Õ¤R¦J^¯¢°p²\£c¬ ¢¡\£ ¦ªE ¢°p®f°pØ« ¢°±¦J ¦©4 ¢¡\£ ¢·^E°p\Î(¤c·\¬Ï£¯=ª^«¬«®f£c §£c¬¯B°¹ ¢¡\£?¤c«¯§£?¦©\£·\¬¢¦J^¯G¬¢£¯§ª4¦JE²E°¹\Î §¦«f¯§ ¢°¹®·E³¹·E¯¬¢£cªE¬¢£¯§£9 §£²6»Tµ«u«\ÎJ·E³p«¬Ï«¬°p«»>³±£Ë ÙBOuMTv4v1VM9PlSU}Ú#ÛÜ^ÝdÞTß"à?ázâXã1Ü>äåÞTä.æåázçè"Oehk {|é ]I]Ia|V ~>{ v|a4N4eUS`]IZ4VrW)NE[ÍQIZ4V#ê é Ùëv|PIV
(14) ]d]
(15) k ì¢í^îï9ðrñåîòhðñåósîrôhôhðõ¢ö÷îcòhøIùsúGönòhû#üBý þ"ý ÿý ý "ý ÿý "ý 1þ zî 9ù Jö ødñåôhöòåönøIô @îñåö÷ô Gî zù @îñhö÷ô . . . !".
(16) . . . . . . . . . . .
(17) #. Í)$%%'(
(18) $. @} M9QIa4PRMTe>PRMTtV ?OP #QROf]dQIa4W|[ÕZ4O }|V
(19) a4PdO}4]q
(20) Otta4}4S`qM9QIV { OTPQRPRM9}4]ItS`QS`}|OPdtÊM9QISUO} { S`} QRZ|V}|V
(21) P TOa4]]d[^]dQIV
(22) t!S`] SU}|OPdtÊMzQRSUOT}KQRZ|V
(23) OP[ .]dV
(24) VÕVTk 4k eUMTZEa|Q |{ O VrPMT}|W¸ÙlZ|OtÊM9] > k é } PIVrq
(25) Vr}EQ[V
(26) MTPI](QRZ4Vfa4]dV#O9SU}>OPItuM9QRS`O}uQIZ4V
(27) OTPd[)SU})}4Vra4PIOT]Iq
(28) S`V
(29) }4qrVZ@M9]stOTQIS 9M9QRVrW)M eM9P V}Ea4tNDVrP;O9 ?OP ^] .V9k |kL=MTa Z4e`SU} |{ LGS`}4] 9V
(30) P |{ ¥MTPdeUO ¸VrQBMTe |{ SMTe`V sVrQ;MTe >{ 9MT} XM9QIV
(31) PIVr} \x>{ QISUq x>{ mXM9W@MTeEMT}4W#YM9P \M Ty k }4Vra4PIOv|ZE[^]dSUOe`O SU]Q=OTQRVr} MT] ^] SU}ÐM9}ÐSU}|OTPItuMTe4]IVr}4]IV Z|O ta4qcZÐSU}>OPItuM9QRS`O}6QRZ4V]Iv4S TVXQIPRMTS`}uO9;M#]IS`} e`V}4Vra4PIOT} { OTP OT;Mv1Ov4a|eM9QISUO}uOT=}4V
(32) a|PIO}4] { v4PdO ^S`W4V
(33) ]lM9NDOa>QlMT}ÐV^QRV
(34) Pd}@MTeÖ]QRS`ta4eUa|]
(35) k OTP?V4M9tuv4e`V { MZ4S TZ MTqQRS ^S¹Q§[uO9MÕ Z4SUv|vDO^qMTtv@MTe}4Vra4PIOT} tuM[ÕQRV
(36) e`e (S¹QRZ O^O^WÐv4PIVrq
(37) S`]ISUOT} (Z4V
(38) PdVfMPRM9Q SU]¥S`} MT}Vr} >S`PIO}|tuVr}EQ
(39) k é }|OTPItuM9QRS`O}KQIZ4V
(40) OP[v|PIO ^SUW4Vr]tÊMzQRZ4VrtÊM9QISUq
(41) MTeGQRO^OeU](OPXtVM9]Ia4PdSU} QRZ4S`] SU}|OPdtÊMzQRSUOT}ÖgDOTP ]dV
(42) eUVrqrQIS ^S`Q§[1g¹G]IS T}@MTeU]MTPIVÕqcZ@MTPIMTqrQIV
(43) PdS
(44) VrWÑN\[¸MÍv4PdON@MTN4S`eUS¹Q§[W4S`]dQIPISUN|a|QRS`O} { MT}4W)QRZ|V#]dv4S 9VQIPRMTS`}KOTMÕ}4V
(45) a4PdO} { OP(OTMv1Ov4a4eUM9QRS`O} { S`]lqcZ@MTPIMTqrQIV
(46) PIS
(47) VrWN\[ Mv4PdON@MTN|SUeUS¹Q§[ W4S`]dQRPdSUN4a>QRSUOT} q
(48) O}4W|S`QRS`O}4VrWN\[ QIZ4V"]IS T}@MTeåk
(49) ÙlZ4Vâ6Ü^ä.Ü4ÞTßEæç ázÝâÞTähæåázçsN1VrQ ?V
(50) V
(51) }#QRZ4V"]IS }@MTeEM9}4W QRZ|V}4Vra4PRM9e@PIV
(52) v|PIV
(53) ]dV
(54) }\QcMzQRSUOT}ÊSU]QIZ4V
(55) }ÊMtVMT]da4PIV(OTDQRZ4V(]QcM9QISU]dQISUq
(56) MTe@W4V
(57) v1V
(58) }|W4V
(59) }4q[NDVQ VrV
(60) }ÐQRZ|V ]IS }@MTeÖMT}4W)QRZ4Vf]Iv|S TV QIPRMTS`} .] k PIVreM9QIV
(61) W½W|OtÊM9SU} { (Z4S`qcZ MTeU]dONDVreUO} ]#QIO%SU}|OPdtÊMzQRSUOT}ÒQIZ4V
(62) OTPd[ { SU]QIZ4V @VreUW½O9(]dQcM QRS`]dQISUqM9eÖv@MTPIMTtuVQRVrPsVr]dQISUtuM9QRS`O}Ö|Z|V
(63) PIV#O}4V Q§[^v4SUq
(64) MTeUe¹[ÐZ@M9]XMÕ]RMTtv4e`VO9ON4]dV
(65) P TMzQRSUOT}4](W4PRM (} PIOTt MuW4SU]QRPIS`N4a|QISUO} (Z4SUqcZ%W|V
(66) v1V
(67) }4W4] OT}%MÊv@MTPIMTtVrQRVrP { OPMu]IVrQOTv@MTPIMTtVrQRVrPI] { QRZ4M9QO}|V (SU]dZ4V
(68) ]QROÐVr]dQRS`tÊMzQRVTkÙlZ4V6 PRMTtV
(69) P sMTOÊS`}4V
(70) _Ea@MTe`S`Q§[ÍQIZ4V
(71) }QIV
(72) e`eU]sa4]XQRZ4M9QXQIZ4VtVMT}]I_Ea@MTPdV
(73) W V
(74) PdPIOPOT"MT}\[Ka4}EN4SM9]IV
(75) W%Vr]dQISUtuM9QROP(OTQIZ4Va|}4W4V
(76) Pde`[^SU} Ðv@MTPIMTtuVQRVrP .] S`]e`O ?V
(77) PNDOTa4}4W4VrW%NE[ QRZ|VS`} V
(78) Pd]IVuOT¥MÍ_Ea@MT}\QIS`Q§[ (Z4S`qcZÑS`]W|V @}4VrW½MT] QIZ4V "æ @ÛÝ6æç ázÝâÞTähæåázç eUMTZEa|Q k ÙlZ4S`]tVMT}4]QRZ@MzQQRZ|V S`]IZ4VrP#S`}|OPItuM9QISUO}ÒSU]#MtVMT]da4PIVuOT(Z4O ?V
(79) eUeO}4VuqMT}vDO]d]IS`N4e`[ V
(80) ]QRS`tÊM9QIVfM6v@MTPRM9tuVQRV
(81) P¥PdOt M9}KON|]IV
(82) P 9M9QRS`O} (S`QRZ M S V
(83) } v4PdON@MTN4S`eUS¹Q§[ueUM fk4ÙlZEa4]XS`}ÐQRZ4S`] ]IVr}4]IVS`Q(S`](MTeU]dOMT} S`}|OPItuM9QISUO}Ög^_Ea@MT}\QRS¹Q§[k é }Ñ]dv4S`QIVÕOT?QIZ4VÕ]IS`tuS`eMTPSU}\QRa4S¹QRS VtVMT}|SU} ] O9?QIZ4V
(84) ]dVQ ?O_Ea@MT}\QIS`QRS`V
(85) ] { MT}¸V>v4eUS`q
(86) S¹Q PIV eMzQRSUOT}4]IZ4S`vÒNDVQ VrV
(87) } QRZ4V SU]dZ4V
(88) PSU}>OPItuM9QRS`O}¸MT}4WÑSU}|OPdtÊMzQRSUOT}ÒQIZ4V
(89) OTPIVrQISUq_Ea@MT}\QRS¹QRSUVr]Z@M9] O}4e¹[ NDVrV
(90) }W|V
(91) PIS VrWPIVrq
(92) V
(93) }\QIe`[ å eUMTP 9VMT}4W ¥MTPIPdO} { (SU]d]RMT}4Vr} { S`}QRZ|VKe`SUtS`Q OT¥M)eUMTP TV6}^a|tNDVrP#O9¥ON4]dV
(94) P TMzQRSUOT}4]
(95) kGÙlZ4S`]feUSU} Z@MT]fN1V
(96) Vr}V>Z4S`N4S`QIV
(97) W @PI]QS`}%QRZ4Vq
(98) O}\QIV^Q OTv@MTPIMTtVrQRVrPV
(99) ]QRS`tÊM9QISUO} å eUMTP 9V6MT}4W ¥MTPdPIO} OPQIZ4V6qMT]dV6OT]dQRM9QRS`]dQRS`qMTe`e`[)S`}4W4V v1V
(100) }4W4Vr}\QMT}|W¸S`W4V
(101) }\QISUqM9eUe`[KW4S`]dQRPdSUN4a>QRV
(102) WÒON|]IV
(103) P 9M9QRS`O}4]
(104) k×ÙlZ4V
(105) }ÑS`Q Z@M9]N1V
(106) Vr} TV
(107) }4VrPRMTe`S
(108) VrW%QRO M N4PdO\MTW4VrPqrO}\QRV>Q (S`QIZ4SU} QIZ4VÍPRMTtV ?OP OT]QRO^qcZ@MT]dQISUq)q
(109) OTtuv4e`V>S`Q§[ { (S`QIZ M9]uM%PdV
(110) ]Ia|e`QuM PIV @}4VrW dtSU}4S`ta4t W4Vr]Iq
(111) PdSUv|QISUO})e`V
(112) } TQIZ Õq
(113) PdS`QRVrPIS`O}ÐOPltO>W4VreÖ]IVreUVrqrQRS`O} (SU]d]RMT}4Vr} k ÙlZ4V 4PI]dQ O\M9eGOTQIZ4SU]sv@MTv1V
(114) PsSU]lQRO]IZ|O QIZ@M9Q { (S`QRZ|SU})QRZ4VfPRMTtV ?OP ÍOTS`}|OPItuM9QISUO} QRZ|V
(115) OP[ { QRZ|SU]leUS`} ÊtuMT}4S¹V
(116) ]QR]lS`QI]IVre` VrPd[)}@M9QIa4PRM9eUe`[uSU}ÍQIZ4Vfq
(117) O}\QRV^QXOTB}4Vra4PRMTeGqrO>W|SU} 4 %. &. ('. )&. *. )00. ,+. .-. /. )*. )0121. 5*. 43. (-. 6&. *. )00. '. <;. 7+. 8-. -. %. )020. ='. '. ('. 901. /. )0121. (-. )00. )00. )&. 4&. 9010. %. >3. /. :'. -. 5'. -. 4*. ?-. %. 5*. &. >*. @-. @&. )*. A. A. 5*. -. ?-. ?B. ?'. 5B. ?-. 9C. D&. 5-. D&. 5-. ?'. +. %. 3. &. E-. GF. 4H. I*. 9&. J&. &. HK. E-. >*. L&. F. )+. @M. ?N=O. 4&. 3. 9C. P+"/. )0121>3. )&Q&. I*. R&. S-. *. 9&. A. *. -. D&. H. D&. *. T+. (-. ('. U/. I*. 900. X+. E'. ('. Y/. K. )002V>3. WF. )00.
(118) H. 3. I*. [&.
(119) F. ]\. <F. &. -. _-. Z-. ('. &. ^. Z+"K. 4&. '. ?B. *. &. &. 900V>3. '. x. -.
(120) é }QIZ4VÊe`SUtS`Q O9sMKeM9P V}Ea4tN1V
(121) PO9l}4V
(122) a|PIO}4]q
(123) O^W4SU} OP#MKeUO W|SUtV
(124) }4]dSUO}@M9e]QRS`t a4e`a4] vDOv|a4eM9QISUO}Kq
(125) O^W4SU} QIZ4V6ta|QIa@MTe;SU}|OPdtÊMzQRSUOT}KN1VrQ ?V
(126) Vr}ÑQRZ|V6MTqrQIS ^S`QISUVr]XOT"QRZ|V }4Vra4PIOT}@MTevDOTv4a4eMzQRSUOT}ÕMT}4WÕQRZ4Vs]dQISUta4e`a4]N1V
(127) q
(128) OTtuVr]?Vr_^a4MTe@QROfQRZ4V(ta|QIa@MTe@S`}|OPItuM9QISUO} N1VrQ ?V
(129) Vr}QRZ|V ]QRS`ta4eUa|]6MT}4WMT} V q
(130) S`V
(131) }\Q M9a4]I]dSMT} V
(132) ]QRS`tÊM9QIOP { a4}4W4VrPMTv4v4PdOv4PISUM9QRV qrO}4W4S¹QRSUOT}4] { W4VQcMTS`eUVrWuS`}Ðb>VrqrQISUO} k V
(133) PdV V qrSUV
(134) }\Q
(135) g>tVMT}|]QIZ@M9QQRZ4V 9MTPISUMT}4q
(136) VsOTDQRZ4S`] Vr]dQRS`tÊMzQROP(PIV
(137) MTqcZ4Vr]QRZ4VÕ PIMTtV
(138) P M9OuN1Oa4}4W×kGb>S`}4q
(139) VQRZ4S`] 9MTPISUMT}4qrV#S`]XPIVreM9QIV
(140) WQIOÊQRZ|V S`]IZ4VrPSU}>OPItuM9QRS`O} { QRZ|V)MTNDO TV
(141) tV
(142) }\QRS`O}4V
(143) W Vr_^a4MTeUS¹Q§[v4PdO >S`W4V
(144) ]ÕM%_Ea@MT}\QIS`QcMzQRS TVÐeUS`} N1VrQ ?V
(145) Vr}ta|QIa@MTeGMT}|W S`]IZ4VrPlSU}|OTPItuM9QRS`O}4]
(146) k ÙlZ4S`]fV
(147) _Ea@MTe`S`Q§[ÒSU]MTe`]IO)]IZ|O (}ÑQRO Z4OeUWÒOPfM æç TßUÛqrV
(148) eUeS`}¸QIZ4VqMT]dVuOT¥M fMTa4]d]ISUMT} }4OTSU]IV (S¹QRZ 9MT}4S`]IZ4S`} TM9PISM9}4q
(149) V { SU}Kb>VrqrQRS`O} y ÙlZ4V(ta>QRa@MTe|SU}|OPdtÊMzQRSUOT}N1VrQ ?V
(150) V
(151) }QRZ4V(]QRSUta4eUa4]MT}4WuMT}ÕV q
(152) S`V
(153) }\Q MTa|]I]ISUMT}ÕV
(154) ]QRSUtuM QIOPBPdVMTqcZ|V
(155) ]QRZ|V ta|QIa@MTe^SU}|OTPItuM9QRS`O}fNDVQ VrV
(156) }Õ]dQISUta4e`a4]BMT}4WQIZ4V }4Vra4PIOT}@MTe>MTqrQIS ^S`QISUV
(157) ] MT][^tuv|QIOTQRS`qMTe`e`[ÕPIOTt N1V
(158) eUO fk é }ÍQRZ4Ve`S Z\Q OTGQRZ4S`]¥PIVreM9QISUO}|]IZ4S`vÊN1VrQ ?V
(159) V
(160) } S`]IZ4VrPlMT}4WÍta>QRa@MTeDSU}|OTPItuM9QRS`O}4] { ?VQRZ|V
(161) } V|MTtSU}|VS`}Íb>VrqrQRS`O} ]IV TV
(162) PIMTe×S`]I]Ia|V
(163) ]¥PdV
(164) eMzQRV
(165) WQROv1Ov4a|eM9QISUO}Õq
(166) O^W4Vr] { a|]ISU} }4Vra4PIO}|]¥q
(167) O^W4SU} OPXMT}ÒMT} a|eMTP TM9PISM9N4eUV (S`QIZÒMÊQRPISUMT} a|eMTP(OPN1V
(168) e`e ]IZ@MTv1V
(169) WKQRa4}4S`} Ðqra4P TVTk;b>a4qcZÒ}4Vra4PIOT}4] MTPdVlq
(170) OttuOT}6SU}6tuMT}\[}4Vra4PRMTe@]QRPda4qrQIa4PIVr]
(171) k> V
(172) e`eU]OT1QRZ|VlvDO]QR]da4N4SUqra4eUa|t .ÙBMTa4N1V(VrQMTe MT}4WKMT}\QRVrPIS`OP QRZ4MTeMTtSUq}Ea4q
(173) e`V
(174) S .ÙBMTa4N1V \ OT;QRZ4VfPRMzQsMTPIV QRa|}4V
(175) W)QROÕS`QI]lZ4VM9WKW4S`PIVrqrQRS`O}Ök V
(176) e`eU]SU}ÒêKÙ qrOPdQIV åêMTa|}4]IVreUeM9}4WèMT}%i]I]dV
(177) } OTQIZ4VtO} 9Vr[MTPIVQIa4}4VrWQROÐQRZ|V W4S`PIV
(178) qQRS`O} OTsvDVrPIqrV
(179) S TV
(180) W tuO9QRSUOT}Ök VreUe`]6SU} tOTQROP#q
(181) OPQRV OTsQRZ4VÍtO} 9Vr[ fVrOP OTvDOa|eUO] VrQÊMTe x MTPIV)QRa4}|V
(182) WQIOÑQIZ4VKW|SUPIVrqrQISUO} OTQIZ4VM9PIt k V ]dQIa4W|[ QRZ4VKqMT]dVOTMT}M9PIPRM[ OT }4Vra4PIO}|] { @PdSU} ÐMT]fMÍYBOS`]I]dO}%v4PIO^q
(183) Vr]I]fSU}PIV
(184) ]dvDOT}4]IV6QRO)M9}ÒMT} a4eUMTPX]QRS`ta4eUa|] (S`QIZÒM PIVr_Ea4V
(185) }4q[W|V @}4VrW%N\[ QIZ4V#QIa4}4S`} Êqra4P TVOTQIZ4V}|V
(186) a4PdO} { SU}M9}SU}\QIV
(187) P 9MTe=OTW4a4PRMzQRSUOT} k é } tuMT}\[)qMT]dV
(188) ]Y;OSU]d]IO} v4PdO>qrV
(189) ]I]dV
(190) ] M9PIVq
(191) O}4]dSUW4VrPIVrWKQRON1V#PdVMT]dO}@MTN4e`VM9v4v4PIO>SUtuM9QISUO}4] OTQRZ|V @PdSU} Õv4PdO>qrV
(192) ]I]sOTBq
(193) OPQRS`qMTeD}4V
(194) a4PdO}4] .]dV
(195) VVTk 4k1b>OTQ E[ÍMT}4W O>qcZ k VqMTe`q
(196) a4eUM9QRVlQIZ4V S`]IZ4VrP?S`}|OPdtÊM9QISUO} (S¹QRZÊMT}ÐMTPdN4S`QIPRMTP[6W4Vr}4]IS¹Q§[uO9Gv4PIVV
(197) PdPIV
(198) WÐMT} e`V
(199) ]
(200) k mV^Q ?VÊM9W4W4PIVr]I]QRZ4VÕ_Ea4V
(201) ]QRS`O}OTQRZ|VuOv>QRSUtS
(202) M9QRS`O}O9 QRZ|VQIa4}4SU} qra4P TV
(203) ] { tuM ESU} )a4]dV OT=QRZ|VeUS`} uN1VrQ ?V
(204) Vr}Kta|QRa@M9e×SU}>OPItuM9QRS`O}uMT}4W S`]IZ4VrP¥SU}|OTPItuM9QRS`O}Ök\ÙlZ4VfOv|QISUtuMTeW4V
(205) }|]IS`Q§[ OTGv|PIVrVrPIPdV
(206) WÍMT} eUVr] SåkVTkQRZ|VXO}4V(QRZ4M9Q tuMz>SUtS rV
(207) ]QRZ|Vta>QRa@MTeS`}|OPItuM9QISUO} SU]qMTe`q
(208) a4eUM9QRVrW MT]MKa4}4qQRSUOT}½OTlQRZ|VÐW4SU]QRPdSUN4a|QISUO}¸OTsMT} eUVr] { SU} b^V
(209) qrQISUO} k x k ]]IZ4O (} N\[ b^V
(210) a4} ÒM9}4W b>Otv1OeUS`}4] \[ { QRZ4V SU]dZ4V
(211) PsSU}>OPItuM9QRS`O} { SU})QRZ4VeM9P V eUSUtS`Q { W|S VrP Vr] (Z4Vr}QRZ|VQIa4}4SU} (SUW>QRZ)OT;QRZ4Vf}4Vra4PIO}|] TO>Vr](QIO
(212) V
(213) PdO4k ÑV]dZ4O S`}b^V
(214) qrQISUO} k QRZ@MzQsM 4}4S`QIVQRa4}4S`} (SUW|QIZ ]dQIV
(215) t] PIOTt OTv|QRS`tuS M9QISUO}6qrPIS`QIV
(216) PdSM (Z|SUqcZÐqrO}4]IS`W4V
(217) P¥M @}4S¹QRVX][^]dQRVrt S`} (Z4S`qcZÍO}4e`[M#]ItuMTeUe (-. `. a+. -. E-. )&. aH. D&. 3. D&. b. 5*. Gc. A b. 6;. d*. IHDK. _*. )*. )*. 5*. '. D&. 4&. `. g&. R*. LN. -S*. 6e. fc. h. D&. `. b. 7c. H. D&. 5*. )&. ?-. D&. &. *. -. i*. E-. j&. -. H. -. E-. *. k+. l+. )00. )01. '. 3. 5*. '. n+"c. (-. po. 3. rq. F. -. -. F. F. -. -. _&. *. u+. *. .-. o. ('. tv. )00. ts. 3. w&. -. <&. ?B. '. 3. 23. m+. )01. )00. E-. *. 2'. -. D&. E-. g+. ?B. 3. %. E-. ('. (-. &. i-. 5B. aB. o. xq. )&. x&. 5*. (-. SF. <F. . )&. y&. -. _&. E-. -S&.
(218) }Ea4tN1V
(219) P?OTG]Iv|S TVr]¥Z@MT]?NDVrV
(220) }ÐVrtuS¹QIQIV
(221) WÊN\[ÕQRZ|V (Z4Oe`Vv1Ov4a|eM9QISUO}Ök ÑVXS`eUe`a4]dQIPRM9QIVlOa4P PdV
(222) ]da4e`QI] a4]dSU} 6QRPdSMT} a4eM9P?QRa|}4SU} Õqra4P TV
(223) ]XS`}Kb>V
(224) qQRSUOT} k y k ?'. -. _&. E-. z. -. *. " \ . . }|. {. . o. ~. f n!I 7 gurI 7djIg. é }ÕQRZ4V Vr}4V
(225) PIMTe@q
(226) O}\QIV^Q O9 dv4MTPRMTtVrQIV
(227) PVr]dQRS`tÊMzQRSUOT} { O}4V (SU]dZ4V
(228) ]QROfVr]dQRS`tÊMzQRV(M v@MTPIMTtuVQRVrP PIOt M]dVrQ?OT ON4]dV
(229) P TMzQRSUOT}4] (Z|V
(230) PIVsQRZ4V §g]"tuS Z\Q"NDV(W4S`]IqrPIVrQIV OPfq
(231) OT}EQISU}Ea4Oa|] k tÊM[%qcZ@M9PRMTqQRV
(232) PdS rVÐM)tuO^W4V
(233) e (Z4S`qcZ½SU]fV>v1V
(234) qQRV
(235) WÑQRON1VuM O^O^W W4Vr]Iq
(236) PdSUv|QISUO}ÕOTDQRZ4V(]QRO^qcZ@MT]dQISUqsv4PIO^q
(237) Vr]I] V
(238) }|V
(239) PRMzQRSU} fQIZ4V(ON4]dV
(240) P 9M9QISUO}|] Ek é }uQIZ4V(]ISUtv4e`V
(241) ]dQ qM9]IV { QIZ4V g]M9PIVfSU}4W|V
(242) v1V
(243) }4W4Vr}\QXPdVMTe`S MzQRSUOT}4] OT;QRZ|V]IMTtVPIMT}4W4OTt 9MTPISUMTN4e`V { M9}4W d-. \. . q. 3. I*. ^. ) ¢¡¤£. . ¥. ¡9¦5¦¦¡=qY§¨ªW © +«&. ¬y+9 © . ?B. l-. . &. . 5-. &. 3. t-. E-. *. d) ®§. ?B. ¬y+) © . ¯*. ± °. ¥. 3. +« . . + )3. 3. o NDVreUO} T] é Q¥tuM[ÕNDVsQRZ4VqMT]dV N4a|Q QIZ4SU]SU]?}4OTQ?}4V
(244) qrV
(245) ]d]RMTP[ QRZ@M9Q?QRZ4V#ähÝÜ@Ûv4PIO^q
(246) Vr]I] QROuQRZ4V.MTtuS`e`[Êa4}4W4VrPq
(247) O}|]ISUW|V
(248) PRMzQRSUOT} { ]IOÊQIZ@M9Q (Z4VrPIV S`]QRZ|VÊä.ÝÜ@Û 9MTeUa4V OT;QRZ4Vfv@M9PRMTtVrQIV
(249) P
(250) k é } QRZ|Vq
(251) OT}EQIV^QÐO9 ]IVr}4]IOP[ qrO>W|SU} { MT}|W tOPIV ]Iv1V
(252) qrS @q
(253) MTeUe¹[ vDOTv4a4eMzQRSUOT} qrO>W|SU} .]IVrV VTk 4k=b^V
(254) a4} )M9}4WÑb>OtvDOe`SU}4] \[ |{ b>}4S`v4vDV SU] MÐ]QRS`ta4eUa|] .V9k |kÖMT}ÒMT} eUV { M9}4W QRZ|VS`}|OPdtÊM9QISUO}ÊMTN1Oa|Q(QRZ4S`]l]dQISUta4e`a4]¥S`]sqrO}\QcMTS`}4V
(255) W)S`})QIZ4VMTqrQIS ^S`QISUVr] #OT Muv1Ov4a|eM9QISUO} OT"MÊeUMTP TV}Ea4tNDVrP OT}4V
(256) a4PdO}4]rk é }QIZ4V]dSUtv4eUVr]dQsqMT]dV PdV
(257) v4PdV
(258) ]dV
(259) }\QR] QRZ|V MTqQRS ^S¹Q§[OT1QRZ4V hQIZu}|V
(260) a4PdO}uO9DQIZ4V(Oa|QRv|a|QeM[VrPO9GMV
(261) VrW|OP MTPdWÊ}4VQ OP (S`QIZ}|O#eUM9QRVrPRMTe q
(262) OT}4}4V
(263) qQRS`O} { ]IOÕQRZ4M9QlQRZ4Vfv4PdON@MTN|SUeUS¹Q§[ÊW|V
(264) }4]dS`Q§[Ða4}|qrQRS`O} .vÖkWÖk¢k SU]¥.M9qrQROTPIS rV
(265) WÖ ³². ´. iµ. [µ. +«. ´. +«. 3. +« :· 3. ¥. -. '. 5F. 900. )00V>3. -U+. . S+. 5*. (-. 5*. 8-. }) D¡¤£!¥. gq. E-. 3. ¡9¦5¦¦¡=qY§. u . i£. &. Z+. ¬G+9 © . i*. ´. ¶. -. .-. ´¶. :·. &. -. 3. ± °. ¥. 3. +« ( . 3. 3. D&. ¬y+9 © . 'w&. ?B. 3. x. ¦. + 23. o VrPIV S`] QRZ|V .}4Vra4PIO})W4VrvDVr}4W4Vr}EQ vÖknW×k¢k4O9;QIZ4VfMTqQRS ^S¹Q§[ ;M9Q¥}4V
(266) a4PdO} (Z4V
(267) })QRZ|V SU}|v4a|Q(]dQISUta|eUa4]¥QRM TVr]sQIZ4V TM9eUa4V k é ÖQRZ|V(QRMT] 6O9×QRZ|V}4Vra4PRM9e1][^]dQRVrt SU]QROON|QRMTSU}M TO>O^WÕV
(268) ]dQISUtuM9QRVlO9×QRZ|V]QRSUta4eUa4] 9MTe`a4V { QRZ|Vsv|PION4e`V
(269) tÓSU]"M v@MTPQRSUqra4eM9PqMT]dV(OT×v4MTPRMTtVrQIV
(270) PVr]dQRS`tÊMzQRSUOT} (Z4V
(271) PdV(QIZ4V
(272) PdVW|O>Vr]V>SU]Q M6ä.ÝÜÛ 9MTeUa|V QRZ4VfO}4V (Z4S`qcZ TV
(273) }4VrPRM9QIV
(274) W)QRZ4VfON4]dV
(275) P V
(276) WMTqrQIS ^S`Q§[ =k ³². ´. D+« ¤ . ;. [+. 3. ´. 2'. 5*. 3. *. <-. p*. w&. _µ. &. J£p&. . ('. *. y . ¸-. y. I*. 5*. , ©.
(277) D. ¹Xºg¼»X ½¿¾] ÁÀurg. OT PIOt é } Vr}4V
(278) PIMTe×OT}4VXq
(279) MT} @}4WÊW4S DV
(280) PdV
(281) }\QlMTe OPdS`QRZ|tu]OPq
(282) Otv4a|QISU} MT}ÊVr]dQISUtuM9QRV QRZ|VOTN4]IVrP 9M9QRS`O})OT Bk é QRZ|VqcZ|O]IVr}V
(283) ]QRS`tÊM9QIOP hM9e OPdS`QIZ4t SU]la|}^N|SMT]dV
(284) W { QIZ@M9QsSU]lS¹ @-. GF. *. 5Â. 5-. f à +9 ©. -. Ã. x ©. ÄUÅ. Ƭy+9 © . +. 3 à +9 ©. ?-. 3. ¥. 3. . 3. ¡. °. QRZ|V 9MTPdSMT}|q
(285) V OT;QRZ4VfVr]dQRS`tÊMzQROP j*. ÇÈ. È:Î. à ÌÍ ¥ËÊ6+ g É. ¡ 3 É. SU} (Z4S`qcZ W4Vr}4OTQIV
(286) ]lQRZ4VfS`}EQIV PIM9QRS`O}ÐO VrP Tæ TÛç hM6]da4t SU}ÐQIZ4VfqMT]dVfOTM6W4S`]IqrPIVrQIV d] QRM9QRV TV
(287) qQROP (S¹QRZQIZ4V%vÖkWÖk¢k { S`]ÐNDOTa4}4W4VrW N1V
(288) e`O TM qrq
(289) OPdW4SU} ½QRO å PIMTtV
(290) P M9O N1Oa4}4W { ]dV
(291) VVTk 4k eUMTZEa|Q R&. ZϦ6Ð. Ó*. :-. É. ¬G+9 © . &. 3. .-. )*. /. RL © e. (Z4VrPIV. uÕY+ 3. )0113. 4&. ?N=O. E-. n+. IHDK. ÇÈ. + 3. ÕW+ . S`]¥QRZ4V "æ @ÛÝ æç ázÝâÞTä.æåázç@ wM. +. 3. ÉxÔ. &. . ÒÑ. 3. 9C. È. eU}. d¬yÈ +9 © . ÕW+ 3. Ì×. ¥QÖ. 3. y. Ø ¦. + >3. É. ×. OPMKta4e`QISUW4S`tuVr}4]IS`O}@MTev4MTPRMTtVrQIV
(292) P { i_k SU]#PIVrv4eMTqrV
(293) W N\[ M9}½SU}4Vr_Ea@MTeUS¹Q§[ÒOP#QIZ4VÐq
(294) O 9MTPISUMT}4qrVtuM9QIPIS¹ { (S¹QRZ { QRZ4V SU]IZ|V
(295) PfSU}|OTPItuM9QRS`O}tuM9QRPdS¹ { N1V
(296) S`} ÍQRZ4Vr}V>v4PdV
(297) ]d]IV
(298) W SU}KQRV
(299) Pdtu]XOTQRZ4V6]dV
(300) qrO}4WÒW4V
(301) PdS 9M9QIS Vr]OT"e`} eUMTZEa|Q k OPX]dSUtv4eUS`q
(302) S¹Q§[ V (S`eUe PIVr]dQIPISUqQ QIZ4VW4S`]Iq
(303) a|]I]IS`O}ÊQIOQRZ4VqMT]dVOT;M]IqM9eMTP?v@MTPRM9tuVQRV
(304) P { MT}4WÍq
(305) OT}4]IS`W4V
(306) PQRZ4V]QRPIMTS Z\QdOP MTPIW V^QRVr}4]IS`O}KQIO6QRZ4Vfta4e¹QRS`W4SUtV
(307) }4]dSUO}4MTeqMT]dVS`})]IV
(308) qQRS`O} k x k } Û æåÛç@ä×V
(309) ]dQISUtuM9QROTPlSU](MT} V
(310) ]QRSUtuM9QIOP (Z4SUqcZK]RM9QIa4PRMzQRV
(311) ]lQIZ4V#N1Oa4}|WÖk@ÙlZ4VtÊMz>S`ta4t eUS TVreUSUZ|O>O^W hêL Vr]dQISUtuM9QROP SU] E}4O (}KQION1VfV q
(312) S`V
(313) }\QSU}ÐQRZ|VeUMTP TV e`SUtS`Q
(314) k + >3. *. ZÕW+ . &. H. a^. 3. 5*. ^. d¬G+9 © . 5*. 3. +"/. -. @&. )0211>3. ?-. w&. IH. &. %. «ÙÛÚ. 5'. L+. &. '. 3. )&. b. (-. jq. Tu"
(315) %$ ! Tu"
(316) Ü. Ý . Þ. I¢. ÑVÍ}4O S VÐQRZ|V S`}\QRV
(317) Pdv4PIVQcM9QISUO} O9sQIZ4VK PRMTtV
(318) P sMTON1Oa4}4W S`} QIV
(319) Pdtu]6OTsS`}|OPItuM9QISUO} q
(320) OT}EQIV
(321) }\Qk S`PI]dQ { O}4V]IZ|Oa4eUW }4OTQIVQIZ@M9Q(QRZ|V "æ @ÛÝfæç ázÝâÞTä.æåázç { i_1k y SU](}4OTQ { S¹QR]dV
(322) e` { MT} SU}>OPItuM9QRS`O}Í_Ea@MT}\QRS¹Q§[kÙlZ4VQRV
(323) PdtuS`}4Oe`O T[ÐqrOtV
(324) ](PIOt MT}KSU}\QRa|S`QRS VfSU}\QIV
(325) PIv|PIVrQRM9QRS`O} OTQRZ|V N1Oa4}4WÖEOa|P E}4O (e`V
(326) W V dS`}|OPdtÊM9QISUO} M9NDOa>Q M]dQISUta4e`a4] SU]"eUS`tuS¹QRV
(327) WMTq
(328) qrOPIW4S`} fQROfQRZ4S`] N1Oa4}4WÖkDÙlZ4SU]_Ea@MTeUS¹QcM9QIS TV#]QcM9QIV
(329) tV
(330) }\Q Z@MT]XNDVrV
(331) }QRa|PI}4VrW¸S`}\QROÐMu_^a4MT}\QRS`QRM9QRS V]QcM9QIV
(332) tV
(333) }\Q S`} å eUMTP 9VsMT}4W ¥MTPdPIO} { (SU]d]RMT}4Vr} k V TS V(Z4VrPIVsM W4S DV
(334) PdV
(335) }\Q"v4PdV
(336) ]IVr}\QcM9QISUO}N@MT]dV
(337) W o. )&Á-. *. HK. aM. ?N=O. 9C. + 3. -. l'. )&. -. w+:\. E^. *. . 3. -. +. 5*. ('. [/. )00. K. *. 900V>3. 2o. . -. 5*. 5Â.
(338) O}#Ms]QcMT}|W@MTPIWSU}>OPItuM9QRS`O}XQIZ4V
(339) OPdVrQISUq"vDOTSU}\Q;OT ^S`V { (Z4SUqcZ#SU]GPdV
(340) eUV 9MT}\Q;OTP;]dV
(341) }4]dOPd[qrO>W4S`} { PRMzQRZ4VrP(QIZ@MT}ÍPIOTt QRZ4Vfv1OSU}\QlO9 ^SUV OTBv@MTPIMTtVrQRVrPlV
(342) ]QRSUtuM9QISUO})MT}|WKtO>W|V
(343) eÖ]dV
(344) eUVrqrQISUO}Ök VÕqrO}4]IS`W4V
(345) P QIZ4VÕta|QRa4MTeSU}|OTPItuM9QRS`O}N1VrQ ?V
(346) Vr}QRZ4VÕON|]IV
(347) P 9MTN4eUV ½MT}4WÒQRZ4VÕ]QRSUta4eUa4] k é QÍqM9} NDV%W4V @}4VrW TV
(348) P[ }@M9QIa4PRMTe`e`[ S`} QRZ4V%qrO}\QRV>Q)O9f]IV
(349) }|]IOP[ q
(350) O^W4SU} ½NDVrqMTa|]IV S`] S`QI]IVre`M½PRM9}4W4Ot _^a4MT}\QRS`Q§[ { Vr}4V
(351) PIM9QRVrW (S¹QRZ ]IOTtuVv×knWÖk¢k (Z4S`qcZ qcZ4MTPRMTqQRVrPIS rV
(352) ]ÍQRZ|V V
(353) } ^SUPdO}4tV
(354) }\Qk@ÙlZ|V#ta>QRa@MTe×SU}|OPdtÊMzQRSUOT}ÊSU]lW|V @}4VrWN\[ ?eMTZEa|Q *. *. &. &.
(355) *.
(356) &. o. D&. .
(357) F. I*. ߯+ . n&. F. àâá . ÄäÅ. ¡6 © ãR¥. Å . å߯+ . +9 © 3. &. 3. Z+"/. ¬y+9 © 3. ?B. )0211>3. eUO. ¬y+) © . . 3. -. 3. °. æ. . E-. >*. (Z4VrPIV. P ©. Û*. -. &. -. + 23 æ. +9 © 3. S`]¥QRZ4VfvÖkWÖk¢k@OT B j ©. æ. +9 ©. Å Ä. ¥ 3. . ߯+ . © 3 ¬G+9. ¦ 3. + V3. RQ Z4VrPtuV
(358) MT]Ia|PIV
(359) ]O91QIZ4Vl]dQRM9QRS`]dQISUqM9e>W4VrvDVr}4W4Vr}4qr[ÕN1VrQ ?V
(360) Vr}uS`}4v4a|Q"M9}4WÕOa|QRv|a|Q"q
(361) Oa|eUW6N1V¥q
(362) O} ]IS`W4V
(363) PdV
(364) W { N4a|Q¥QIZ4V ta|QIa@MTe1SU}|OPdtÊMzQRSUOT}uS`] QRZ4V OT}4e`[O}4V a4vÐQROÕM#ta4e`QISUv4e`SUq
(365) M9QRS V(q
(366) O}|]dQcM9}EQ ]RMzQRSU][^SU} M6]IVQO9Ba4}|W@MTtV
(367) }\QcMTeGPdV
(368) _Ea4S`PIV
(369) tV
(370) }\QI] hb>Z@MT}|}4O}KMT}4W V
(371) M TV
(372) P Ty k b>a4v4v1O]dVQIZ4V
(373) PdVV>SU]dQI]sMT}Ka|}^N|SMT]dV
(374) W V q
(375) S`V
(376) }\QXVr]dQISUtuM9QROP k é Q(Z4MT](tuV
(377) MT} M9}4W 9MTPISUMT}4qrV kGÙlZ4VMTtOa4}\QfOT?SU}>OPItuM9QRS`O} MTSU}4VrW¸MTNDOTa|Q SU}%QRZ|VqrOtv4a|QcMzQRSUOT}OT QRZ4M9Q(V
(378) ]QRSUtuM9QIOP¥SU] ~ (Z4VrPIV =SU]¥QRZ|VVr}\QRPIOTvE[)O9BQIZ4VfV
(379) ]dQISUtuM9QROTP { YP e`}lYP ç. D&. 6H. [+. -. *. u+. Jo. Ã. b. *. 4é. ÕL+ . )*. ¥nèu+) ©. àá . ¡ à ã¥ÛêZáI à ã. Å. Ä. Ì. >03. . 3. . f-. 3. )0. 3. . ߯+ . 3 êZáI Ã. . ã. + 23. jêZáI à ã. &. êZáI à ã¥. Å. Ä. Ì. Ã. 4+¿ à 3. )+¿ à 3. MT}4W ;S¹QR]sV
(380) }\QRPdOv\[ TS Vr} kÙlZ4VeM9QdQRV
(381) P { OPsVMTqcZ { S`](]ItuMTeUe`V
(382) PlQRZ@M9}KQRZ|VV
(383) }\QIPIOv\[ OT M M9a4]I]dSMT})W4S`]dQRPdSUN4a>QRSUOT} (S`QRZÍQIZ4Vf]RMTtV TM9PISM9}4q
(384) V k@ÙlZ4SU](S`tuv4e`SUVr] e`} x x b>SU}|q
(385) Vfv4PIO^q
(386) Vr]I]dSU} uqMT}4}|OTQsSU}4qrPIVM9]IVfSU}|OTPItuM9QRS`O} .]dV
(387) VVTk 4k eUMTZEa|Q >{ v4vÖk J J { QRZ|VS`}|OPdtÊM9QISUO} q
(388) OT} TVr[TV
(389) W½N\[ MTNDOTa|Q SU]fM9Qfe`VMT]QfV
(390) _Ea@MTeQIOÍQRZ4V6O}|VqrO} V[V
(391) W N\[ÐQRZ|VVr]dQISUtuM9QROPr hk OP QIZ4VfV q
(392) S`V
(393) }\QXVr]dQISUtuM9QROP { QIZ4SU]ltVMT}|] e`} x x é }ÒQRZ4V6e`SUtS`QSU} (Z4SUqcZÒQRZ|V6W4SU]QRPIS`N4a|QISUO}%OTQRZ|V6V
(394) ]dQISUtuM9QROTPSU] ]dZ@MTPIv|e`[%v1VM 9V
(395) WÑMTPIOTa4}4WÒS`QI] tVMT} 9MTeUa4V { .S`} v@MTPdQISUqra4eMTPÐQIZ4SU]ÍS`tuv|eUSUVr] { QIZ4VÑVr}\QRPIOTvE[ O9QRZ|V¸Vr]dQISUtuM9QROP têZáI Ã. . ã. ¸-. [c. . 5*. . @&. *. àá . ¡ à ã. êZáI à ã. Ô. 4é. . ߯+ . të. 3. W+. ¡ © ã. àá . *. ¡ © ã. àá . Ô. ¡å © ã. ¡å à ã. Ô. +. 3)î. å/. )011. . ï ©. àá . .-. 21. H. 203. >*. b. êZá à ã. Ì. ÄUÅ. ìí. . ߯+ . ë. 3. + 03. ÕW+ . L&. Û*. + 13. ÕY+ . -. ¸àá . 3. ìí. Å. Ä. Ì. ÕL+ . 3. î. 2'. JÕW+ . V. 3Zð. )3.
(396) N1V
(397) q
(398) OTtuVr]SUW|V
(399) }\QRS`qMTeQIOKQRZ|VÊV
(400) }\QIPIOv\[¸OT¥QIZ4VÊ]QRSUta4eUa4]rkGÙlZ4VÊPrknZ×kn]#SU}ÒQRZ4VÊMTNDO TVÊSU}|V
(401) _Ea@MTe`S`Q§[ N1V
(402) q
(403) OTtuVr](QIZ4V
(404) } V
(405) _Ea@M9e=QIO lv4e`a4]¥QRVrPIt]sO9OPdW4V
(406) P lW4V 4}4V
(407) WMT] { (S`QIZ eU} x x é })QRZ4VMTN1O VfV>v4PdV
(408) ]I]dSUO} QRZ4V @Pd]dQ(QRVrPIt S`]¥QRZ4VfVr}EQIPIOv\[)OT;QRZ|V]QRS`ta4eUa|] { eU} OP"M W4SU]dq
(409) PdVrQRV(W4S`]dQIPISUN|a|QRS`O}QRZ|SU] ?Oa4eUWN1V¥QRZ4V(SU}>OPItuM9QRS`O} MTSU}ÕPIVr]Ia4e¹QRS`} PIOt M vDVrPdV
(410) qQ E}4O (eUVrW VsOT k\ÙlZ4V(]IVrq
(411) O}4WQRVrPIt S`]"QIZ4V(V
(412) _Ea4S O^qM9QISUO}ÕW4a4VlQIOQIZ4V MTa|]I]ISUMT} @a4qQRa@M9QISUO}|] OT>QRZ4V"V
(413) ]QRS`tÊM9QIOP=MTPdOa4}4WS`QI];tVM9} 9MTe`a4VTk ÑV"QRZEa4];Z@M V { SU} QIZ4SU]=eUS`tuS¹QÖOT|M O>O^WfV
(414) ]QRSUtuM9QIOP { Jx ÙlZ4VSU}4Vr_Ea@MTeUS¹Q§[ x { (S¹QRZ S V
(415) }KN\[ { S TV
(416) ]lQRZ|V#Vr]I]IVr}4q
(417) VOTQIZ4V#e`SU} uNDVQ VrV
(418) } ta|QIa@MTe4S`}|OPdtÊM9QISUO}MT}4W S`]IZ4VrPSU}|OTPItuM9QRS`O}Ök é Q"PIVr]Ia4e¹QR]PIOt MT}6V
(419) e`V
(420) tV
(421) }\QcM9Pd[ÕMTv|v4eUS`qM9QISUO} OTQIZ4V]IS`tuv|eUV N4a|QXa4}4W@MTtV
(422) }\QRMTe QRZ4VrOPIVrt OT}%SU}|OPdtÊMzQRSUOT} v|PIO^q
(423) V
(424) ]d]IS`} { M9}4W%OTQRZ|V PRM9tuVrP sMTO6N1Oa4}4W×k mO S`^QRZ|V¥ PIMTtuVrP MTO(N1Oa4}4W ¥M9]BQROsN1V?a4}|W4V
(425) Pd]dQRO^O^WMT]BMs]QcM9QIV
(426) tV
(427) }\QOT}#S`}|OPItuM9QISUO} q
(428) OT}EQIV
(429) }\Q { q
(430) OTa4eUW}4OTQ?NDV(]QRPIS`qrQIe`[6eUMTP VrPQRZ@M9} S¹×}4O9Q?QIZ4V
(431) PdV ?Oa4e`WuN1VXM M[ QRO V^QIPRMTqQPdOt tOPdV6SU}|OPdtÊMzQRSUOT}QRZ@M9} k sV
(432) }4qrVuQRZ|VuM9NDO VSU}|V
(433) _Ea@MTe`S`Q§[ ?Oa4e`W N1VS`}Í.MTqrQsMT})Vr_^a4MTeUS¹Q§[ { QRZ4M9Q(SU]r eU} x e`} x O ?V TV
(434) P { QRZ4V .M9qrQQIZ@M9Q;QRZ4V V
(435) _Ea@MTe`S`Q§[f]IZ|Oa4eUWZ4OeUW#SU]B}4OTQOTN ^S`Oa4]
(436) JQRZ|Vl PRM9tuVrP sMTONDOa|}4W W4O^V
(437) ]}4OTQfQRVreUea|] (Z4VQRZ4VrP E}4O (eUVrW VO}¸OTQRZ4VrPfq
(438) a4ta|eMT}\QR] QIZ@MT}ÑQIZ4V 9MTPISUMT}4q
(439) VÕqrOa4eUW¸N1V ON|QRMTSU}|V
(440) WÖk é }|W4V
(441) VrW { S`1QRZ4V(V
(442) ]QRS`tÊM9QIOPZ@M9]?Mf}4O} fMTa4]I]dSMT}ÕW4S`]dQIPISUN|a|QRS`O} { QIZ4V(SU}4Vr_Ea@MTeUS¹Q§[ (S`eUe N1VÐ]dQIPISUqQ { MT}4W ?V (SUeUe S VÍM9} V|MTtv4eUVÐS`}½]IVrqrQISUO} y (Z|V
(443) PIV ?VÐW4S`]Iq
(444) a|]I]6QRZ4VÊqMT]dVÍOTsM ]IS`} e`VÊOa|QIv4a|Q6qrV
(445) e`e k é } QRZ4VÐeUMTP TV eUS`tuS¹Q { Z|O ?V TV
(446) P { QIZ4V
(447) PdVÐV>S`]dQR]ÕM9} V q
(448) S`V
(449) }\Q V
(450) ]QRS`tÊM9QIOP QIZ4VutuMz>SUta4t eUS TVreUSUZ|O>O^W { MT}4WÑPIVreUV 9MT}\Q#v4PIOTN@MTN4S`eUS`Q§[W4SU]QRPdSUN4a|QISUO}|]N1V
(451) qrOtV q
(452) e`O]IVfQRO fMTa4]I]dSMT} W4S`]dQRPdSUN4a>QRSUOT}4] { ]dOuQIZ@M9QO}4VqMT}KV>vDVrqrQ QIOuN1VQIPIa4VSU})QRZ4M9QseUSUtS`Q
(453) k ÙlZ4S`]¥SU]?SU}4W4VrV
(454) WÐQIZ4V qMT]dV { MT}4W (Z@M9Q¥SU]¥v4PdO V
(455) W)S`} (SU]d]RMT}4Vr} (S`QIZ4SU}uQRZ4VXPIMTtV ?OP OT ä¢á |Þ ä.æ à?ázâXã1ßUÛ æä { a4}4W4VrP]da4S`QRMTN4eUVXN4a|Qs}4OTQ VrPd[)PdV
(456) ]dQIPIS`qrQRS V Z\[^vDO9QRZ4Vr]IV
(457) ]rk é } v4v1V
(458) }4W4Sp { Vf]dZ4O { a4]IS`} Õq
(459) Otv4eUVQRVre`[uW4S DV
(460) PdV
(461) }\QlQRVrqcZ4}4SU_Ea4Vr] { QRZ4M9Q(i_k Z4OeUW|] v4PdO ^S`W4V
(462) W)QRZ4V Oe`eUO (SU} q
(463) O}|W4S`QISUO}4](M9PIV ]RMzQRSU] @V
(464) W× )*. aà:ñ ³òôó
(465) õôö. 4é. àñ ³ò"óõ"ö¥ÛêZ+®÷. &. 3. . ߯+ . Å. Ä. Ì. ¥. 3. . ߯+ . ߯+ . 3. +. 3. +. 43. +. 3. î. 3. p&. )&. 3. F. êZ+ . '. F. të. 3. ÕW+ . )*. tàñ ³ò"óõôö. ìí. ÄUÅ. Ì. 3. ÕL+ . u-. . -. -. *. x*. :o. àâá . Y+. 3. &. tà:ñ ³òôóõ"öd-. gµ. _c. ¡6 © ã. *. Sø. 9*. d-. àñ ³ò"óõôö. Ô. Z+. -. 3. 5*. '. µ. D&. -. IHK. )&. IHDK. àá . x&. ¡ © ã. (-. ©. yàñ ³ò"óõ"öµ. Zàñ ³ò"óõ"ö. àá . Å. Ä. Ì. ¡ © ã¥. . ߯+ . ߯+ . 3. 3. Ì. Ä. i&. ;. Å. )*. )&. f&. ìí. . ߯+ . të. 3. +. ÕW+ . ;. *. u'. )&. IHK. -. S*. Gc. X&. -. @&. -. +"q. <&. *. ¥. &. (-. 43. y+. 5'. @q. 4&. Gc. lù. )Ú=O. %. 4*. N. R&. *. S+. ®Ú. ú. &. )&. E-. )*. W+"K. ôû. )&. b. *. 3. @&. >3. 34î. *. x&. &. )00V3. d*. -. 5Â. IF. ~. >3. &. &. *. !+. >3. ('.
(466) e`} (S`QIZÑPdV
(467) ]Iv1V
(468) qQ#QIO QIZ4V]dQRS`ta4e`a4] M9PIVÕOT k Ue eW4VrPIS TMzQRS TV
(469) ]OT OPdW4V
(470) P(O}|V OTDOPIW4VrP ÍOT x k(ÙlZ4V(qra4ta4eUMT}\QR] (S`QRZÕPdV
(471) ]Iv1V
(472) qQ"QROQRZ|VlW4SU]QRPIS`N4a|QISUO} MTPdV OTOTPIW4VrP o OTP(MTeUe k ÙlZ4VÒtVMT}4S`} ½OTfQIZ4V%eMT]QÍq
(473) OT}4W4S`QISUO} S`]ÊQRZ4M9Q { M9Q M S TV
(474) } 9MTeUa|VOT { QIZ4V%q
(475) a4ta4eMT}\QI] ]IZ|Oa4eUWÍW|V
(476) q
(477) PdVMT]dVf]Ia q
(478) S`V
(479) }\QRe¹[ÐPIMTv4SUW|e`[ (S`QIZ k4ÙlZ|SU]¥S`]¥SU}Ðv4MTPdQISUq
(480) a|eMTP"QRPda4V (Z4V
(481) } S Vr} MTPdVlSU}4W4VrvDVr}4W4Vr}EQ { MT]OPtO>W|V
(482) e x { N4a|Q"Z4Oe`W4]"MTe`]IO SU}QIZ4VltOPIV Vr}4V
(483) PIMTe4q
(484) MT]IV (Z4Vr}QIZ4V MTPdVsqrOPIPdV
(485) eUM9QRVrW { v4PdO ^S`W4V
(486) WQRZ4VsMTN1O Vsq
(487) O}4W|S`QRS`O}4]Z|OeUW { M9] ?V(]IZ4O V>v4eUS`q
(488) S`QIe`[#SU} v|vDVr}4W4S¹ a4]dSU} MT} V|MTtv4eUV O9qrOPIPdV
(489) eMzQRV
(490) W §k %. *. üy+9 © . 5*. d¬G+9 © . ¨. 3. . qý&. 3 é. h. S¬y+9 © . d+Ò&. q. 4é. âÿå¡. X-. S&. 5*. ]*. Rþ. g&. R -. -. )*. -. ü. É. É. <q. + 3. 4*. âÿü. ¡(þ. -. Eb. pþ. 3 3. &. . *. &. . %. )&. R .
(491). ÝD. dE. . gEIrgU g. ! . i. 8B0J,F;247J2<<E7u-2@3
(492) <24:BA/GA=<^0 3
(493) <^0<^-J,./1:. é QS`]B]QRPRM9S Z\QIOTP MTPIWQIOV^QIV
(494) }4Wi_k Jx RQ OQRZ4V?qMT]dVlOT1M W4S`tuVr}4]IS`O}@MTeE]dQISUta|eUa4] (S`QIZ vÖkWÖk¢k { MT}4WKQROÊW|V
(495) PIS VfQRZ4V#V
(496) _Ea@MTe`S`Q§[ i _k OP ¸kDÙlZ|V S`]IZ4VrPS`}|OPItuM9QISUO} tuM9QRPdS¹ÊSU]lW4V @}4V
(497) WMT] eUMTZEa|Q eU} " ! $# ! ?-. ߯+ . ©. &. å+. . 23. *. 3.
(498) F. p+. <+"/. ©. &. q. >3. )0121>3. È. l © . d¬. . Õ . ©. . ÙlZ4V_Ea@MT}\QRS¹Q§[. . . ×. ©. Ø. . ×. Ì. ¥Ö. ×. É. ¥OP¥QIZ4Vfta4e¹QRSUW|SUtV
(499) }4]dSUO}@M9e1q
(500) MT]IVfS`]¥QRZ4Vr} eU} x % % &% e`} y x 4W VQ ÙlZ4VÕ]IVrq
(501) O}|W¸QIV
(502) PIt SU] }4O V
(503) _Ea@MTeQIOÍQRZ4V6Vr}EQIPIOv\[ÒOT?M fMTa4]I]dSMT} (S¹QRZÒq
(504) O 9MTPdSMT}4qrVtuM9QRPdS¹ k é }QIZ4VeUMTP V eUS`tuS¹Q ' (( { O}4V VrQI] o { M VrPRM VrW%O V
(505) P (S`QIZ%vÖknW×k¢k MT]lOP$ QRZ4VfVr_^a4MTeUS¹Q§[ rk }4VXq
(506) MT}Ê}4O9QRV(QRZ@M9QOPdta4eM9V MT}4W y M9PIVMTeU]dO#tVMT}|SU} Ta|e@SU}ÕQRZ4VstuOTPIV V
(507) }4VrPRMTe q
(508) OT}EQIV^QO9@v@MTPIMTtuVQRVrP;Vr]dQISUtuM9QRS`O} { V V
(509) } (Z|V
(510) } SU];}4OTQ¥Þ?ã1ÝæåázÝæ\MsPRMT}|W4Ot 9MTPISUMTN4e`VT (S¹QRZ4S`} QRZ|V ¥M[Vr]ISM9})PIMTtV ?OP å eUMTP 9V MT}4W MTPIPdO} {× { S¹Q¥S`] }@M9QIa4PRM9eDQROSU}\QRPdO>W4a|q
(511) V Mã1ÝæåázÝ W4S`]dQRPdSUN4a>QRSUOT}6O}6QRZ4V(v@MTPIMTtVrQRVrP]Iv@M9q
(512) V { k\Ù"[^v4SUq
(513) MTeUe¹[ { QIZ4SU]W|SU]dQIPIS`N4a|QRS`O}6SU]qcZ|O]IVr}ÐMT]QRZ|V M9QdQRVr]dQvDOT]I]IS`N4eUV6OT}4V (Z4SUqcZÒQcM 9V
(514) ]SU}\QRO MTqrq
(515) Oa|}EQMT}\[%v4PdSUOP E}4O (e`V
(516) W VÕOP qrO}4]QRPRM9SU}\QO} QRZ|Vlv@MTPRM9tuVQRV
(517) P]Iv@MTqrVTk\ÙlZ4Vr} fQRVreUe`]a4]Z4O ?V
(518) e`e q
(519) MT}ÕNDVle`O>q
(520) MTeUS
(521) V
(522) W (S`QRZ|SU}QIZ4Vlv@MTPIMTtuVQRVrP ]Iv4MTq
(523) VfPIOt QRZ4VfON|]IV
(524) P 9M9QRS`O})OTBQIZ4VfW@M9QRM ;k S`QIZ4SU}QIZ4VlPRMTtV ?OP #OTÖ*ê ) L tuS`}4SUta|t W|V
(525) ]IqrPIS`v|QRS`O}ÕeUV
(526) } TQRZ sS`]I]IMT}4V
(527) } QRZ|V }@M9QIa4PRM9e>v4PdSUOP;SU];QRZ4V?O}4V (Z4SUqcZ6tuMz>SUtS rV
(528) ]GQRZ4V ta|QRa4MTe>S`}|OPdtÊM9QISUO} { SåkVTkQRZ|V¥O}4V?PIVM9eUS rSU} Rà:ñ ³òôóõ"ö. Å. Ä. Ì. à:ñ ³òôó
(529) õôöl¥. . ߯+ . ©. ©. ߯+ . 3. Å. Ä. Ì. 3. . ߯+ . ©. + ìí43. Jë. 3. +. ÕY+ . )&. + . Õ. ©. 9*. 3. 2-. tc. ©. . )*. ¥. ÆßÆ+ . &. RàS¥. x+. ('¸+. Ó+. >3.
(530) *. &. ('. S&. 3. î. )*. x+. q. -. <-. 3. ï*. 900. :&. 3. 3. 2'. '. . )&ä&. I*. i-. . J/. yà. o. uq. >3. w&. ߯+ . ø. (-. 3. 3. àñ ³ò"óõôö. ç. /. ©. Ó&. ©. )&. 5B. -. <&. X ©. &. ('. l&. X+. E-. ?B. 3. +ôK. )020V>3. 1. ?B. -.
(531) QRZ|VÕb>Z@MT}|}4O}%qM9v@MTq
(532) S¹Q§[kÖêMz>SUtS rSU} (S`QIZPIVr]Iv1V
(533) qrQ QIO { O}|V @}4W4]QIZ@M9QQRZ4S`] Ov|QISUtuMTe×S`}4v4a|Q(W|SU]dQIPIS`N4a|QRS`O}ÐS`] TS Vr})NE[ÍQIZ4Vf]I_Ea@MTPdVfPIO^OTQ(OT;QRZ4V S`]IZ4rV PlSU}|OPdtÊMzQRSUOT}Ö ?B. i-. -yàJ¥. à:ñ ò"óõ"öi&. Rß. uF. 5*. ߯+ . , ¥. 3. + Å. ÕW+ . +. . 3. ÕW+ 3. OTPÐQRZ4V%ta|e`QRS`W4SUtV
(534) }|]ISUOT}@MTe(qMT]dV { SU}QRZ|VÑM9NDO VÒV|v|PIV
(535) ]d]IS`O} Z4MT]ÍQRO N1V¸PdV
(536) v4eUMTq
(537) VrW EN [ W4VQ kÙlZ4SU]sq
(538) OPdPIVr]Iv1O}4W4]sQROuQIZ4V]dQRS`ta4e`a4](W4SU]QRPIS`N4a|QISUO}ÍOP (Z4S`qcZQRZ4V}4Vra4PRMTe;]d[^]QRV
(539) t `S ] N1V
(540) ]dQMTW4MTv|QRVrWÖk +. Õ. Õ. )*. &. 3. 65 ,2@3
(541) <^A <^3-J,.2//7z3 ÙlZ4VÕv4PdV
(542) q
(543) VrV
(544) W4S`} W4SU]dq
(545) a4]d]ISUOT}4]fqMT}¸NDV6V
(546) MT]IS`e`[V^QRVr}4W4V
(547) W¸QROÍQRZ|Vq
(548) MT]IVÕOT?N4SUMT]IVrW¸Vr]dQISUtuM9QROPd] { QRZ4M9Q SU]OPV
(549) ]QRS`tÊM9QIOPI] (S`QR0 Z ( 1 32 54 k×ÙlZ4Vu PRMTtV
(550) P sMTOÐN1Oa4}4W%S`}%]Ia4qcZÑM qM9]IVfPIV
(551) MTW4] J -. L Ã. Ã. &. Y+ . ¥. É. Ç. . ¥. 3. HK. È. È. É. 686 7 !. +. Ô. ÕW+ . 3. 3. ÙlZ4S`]S`]MÒOPdt OTsQRZ4V N4SUMT] TM9PISM9}4q
(552) VÐqrOtv4PIOtSU]dVTk }4V qM9} QIZ^a|] (PdS`QRV MT} SU}|V
(553) _Ea@MTe`S`Q§[ ]IS`tuS`eMTP(QRO)i_k { PdV
(554) v4eUMTq
(555) S`} N\[ 2 k é }%QRZ4VÕeUS`tuS¹Q (Z4V
(556) PdVÕQIZ4VÕV
(557) ]QRSUtuM9QIOPXS`] :9 ]IZ4MTPIv4e¹[ÕvDV
(558) M TVrWÐMTPdOa4}4WuS`QI]tVM9} 9MTe`a4V$2 { O}4V(Z@MT] { MT}4W 9 2 { ]IOÕQRZ4M9Q eUO 2 ;v1O}S`}4]IVrPdQISU} >SU}#QRZ4V¥PrknZ×kn]O9@QRZ4V?SU}4Vr_^a4MTeUS¹Q§[ { QRZ|V QRVrPIt] 6<6 7 q
(559) MT}4q
(560) VreåkzÙlZ4VlN1Oa4}4W { i_k Jx { SU]¥QIZ^a|]M9eU]IO 9MTe`SUWÍV TV
(561) } (Z4V
(562) } QRZ4V E}4O (}KV q
(563) SUVr}\QXVr]dQRS`tÊMzQROP¥S`]lN4SM9]IV
(564) W×k ÙlZ4V PRM9tuVrP sMTO#NDOa|}4WÍqMT})M9eU]IONDVa|}4W4V
(565) Pd]dQIO>O^W)MT]lMN1Oa4}4WÐOTP?QRZ|>V =Tæ Ýæâ6æç1Þ ?
(566) æAß @ æä Ga|]IV
(567) W¸SU}%v|]d[^qcZ4Ov4Z\[^]IS`q
(568) ]OPqcZ@MTPIMTqrQIV
(569) PdS
(570) S`} Ðv1V
(571) POPItuMT}4qrVSU}ÒMÐW4S`]IqrPISUtSU}4M9QRS`O} QRMT] N1VrQ ?V
(572) V
(573) } M9}4W CB ]IV
(574) V6V9k |k PIV
(575) Vr}ÒMT}4WÒb VQR] { k ]W4S`]Iq
(576) a|]I]IVrWÑS`} åb^V
(577) a4} )M9}4W b>Otv1OeUS`}4] \[ {D ED B + (S`QIZÐV
(578) _Ea@M9eUS`Q§[6OTP¥MT}ÐV q
(579) SUVr}\QlV
(580) ]QRSUtuM9QIOP { MT}|W (S`QRZ 4v4PdOvDVrPIe¹[u}|OPItuMTeUS
(581) VrW (S¹QRZÐPdV
(582) ]Iv1V
(583) qQ QRO6QIZ4VfN4SMT]r B F6<6 7 ! J~ É. IH®*. l+ 13. ç. È. -tÕ. 2'. YÕ. +. é. Å. é. Y+ . [*. Å. . [&. d&. 3. l߯+ . 3. 3. Å. . ¬G+¿ à 3. Å. Ã. ä Ã. Y+ . 3. Å. êZáI Ã ãÆ¥nêZá . Å. ã. Ä. . ߯+ . -}êZáI à ã. -. 3. Å. . . @+ 1>3. É. !+. S*. 3. *. t&. j'. )&.
(584) b. IHK. ?N)Ú. Å. ôû. D&. ?B. . . ('. )00. . +. 8-. c. ('. &. 90VV>3. %. Í+. -. 3. Å. &. -. .
(585) b. ÕY+ . + )V>3. 3. Å. @&. 5B. [&. È. Å. È. Ç. È. ¥. 0. É. É. ¦. +. 3.
(586) H 's Õ
(587) *ur % G I. J. . LK. r7Idg7gäg!g7. LM. äDº. ºIg¯r__]grI. ÑVÍq
(588) O}4]dSUW4VrPQRZ4VÊqMT]dV O9XM]dSU} TeUVÊ}|V
(589) a4PdO} qcZ@MTPRM9qrQRVrPIS
(590) V
Documents relatifs
L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des
L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des
L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des
L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des
L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des
L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des
L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des
L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des