• Aucun résultat trouvé

Un Test de type Kolmogorov-smirnov pour processus de diffusion ergodiques

N/A
N/A
Protected

Academic year: 2021

Partager "Un Test de type Kolmogorov-smirnov pour processus de diffusion ergodiques"

Copied!
31
0
0

Texte intégral

(1)Un Test de type Kolmogorov-smirnov pour processus de diffusion ergodiques Eric Fournie. To cite this version: Eric Fournie. Un Test de type Kolmogorov-smirnov pour processus de diffusion ergodiques. [Rapport de recherche] RR-1696, INRIA. 1992. �inria-00076932�. HAL Id: inria-00076932 https://hal.inria.fr/inria-00076932 Submitted on 29 May 2006. HAL is a multi-disciplinary open access archive for the deposit and dissemination of scientific research documents, whether they are published or not. The documents may come from teaching and research institutions in France or abroad, or from public or private research centers.. L’archive ouverte pluridisciplinaire HAL, est destinée au dépôt et à la diffusion de documents scientifiques de niveau recherche, publiés ou non, émanant des établissements d’enseignement et de recherche français ou étrangers, des laboratoires publics ou privés..

(2) `badcecfhgji0kmlen `onqp-rnBg-p-rn.  

(3) 

(4)   .  !". sut"vxwdy&w [z {|}e{e~;€ ‚ ƒ „&†‡dˆF†‰Š‡N‹ŒPŽ:‹‘eˆ€Œ’“ ”€— • P–Œ †‹‰P„˜Ž7‹”& Œ&Žš™ ”;›!‹‡P‹ŒP†ˆFœ P–Œ j‹e‘ ˆ€Œ. ž Ÿ  ¢¡¤£  ¥ ¡  ¢¦¨§¢¡ © ª¬«E­ ª¨® ª°¯ ª²±´³B£­ µB¯¨Ÿ ª²± ° § ª¬ž ¯ § ¯ ª¨·²¡¤£¸£ž £ ¥ ¡ ¥ µB¹m¹mž £µd° ¶ ª Ÿ ¡u¯ ® ª¬¥ µ&º¬ž ¡²£. $#&%('()*'(+',-'()/.0#&,-1 23  35476&39874:6;3 3 #<=#>?. 8(@ ,0'()/AB+ 3 3 ' 3 #<+'7. @ ,-'()/AB+ 3 C .-D 6 )/,E#B'()*DF.01*)/% GHIJH!K5LNM LPOBQ0OKRS,-1*TU.-## 3  3V239W X 8 ,-# 4V3  3  1$HZY[MN\EO]Q_^P^_^P^. »S¼(½/¾ ¿˜ÀÁÂÃÄ». ÅÇÆ-½eÈ5ÉPÉ]Ê.

(5)     

(6)     

(7) 

(8)  !"#  %$&$'(%  )%* +,.-0/1,2435,16879-;:2<>=?2@%2A.2CB8D1EF=?GHAJIK2CB 3L2AM-NA.@%28OPGRQ;OPGTSVUW/1GH2%IX7KAJ28QY-C/J/1-C/ Z\[4]_^a`cbedfXghiZ hNgfjhNk lnmomoprq fXsVtru%v wrvKxXy(tz^P]_sV{|vKx } sV~rr]|€kX‚uC]ƒ~MsV{„]|x `; mo†‚‡n†‚‡"ˆ €V{ƒ‰MsVrŠv ‹Œ`[%€Vz^KvŽ. .

(9) 

(10)   "!$#% &(')+*+, -./+'10( -123!4+5*+6,08796,0;:=<

(11) >0(+7?A@CB>508ED

(12) +6F+G" 0('H % !=&I *+J6K-+0I L0M,

(13) N+D

(14)  DK0;&;0(0(O!P,QRS<'T<'U !CRO&;0M'V0M%7?N !R9')K0(0I7 & W7?@XY?ZW

(15) 6YR[<K&(\1XR7+[]R^+'F)

(16)  \ 'F\0(_R6K0;!4H )L0('H 6 6K<0(*HRJ ')9+D

(17) -` 0(+=@a9* 0(-+J X+L2')+0I79

(18) 6G!P,R9b7?0(+ !cR9')6K?&C]R RS6KL0d!450I 'V08.e

(19) 70;f

(20) 6g@N%* 0(-+97?+')K&(%?Zh"')K&( 

(21) 61]N9R ]^R%D

(22) R

(23)  -,0M,<Q"!CRLQ, <')L087`&$>0('1<K&8"0(+

(24) @ 3i jk=l1m `n%oNpqOrtsvu\svw\x,y rtuzw?p{?{\|3{~}Artupq1}Kqz€x)x,}+{?{~svx+‚rtuzw?p{?{\|gƒ4„cz e{sv†+p\†‡ƒ4p{ƒv|rWx,uˆx,qTp ƒ4u\svw?x+y p{ƒ4sIq1x+ƒ4svz+‚|C‰,zz †+‚

(25) pA{\{9z€cŠQƒ5ƒ4p{ƒv| q1s({?{\ >{erp\w s ŠNp\†1†+u?s €~ƒv|Nx {~‹ qOrtƒ4z+ƒ4svw1up4Œp\w ƒ4sIz+‚{>rWp?p\†,@. Ž.

(26) j j . +<

(27)    K+

(28)  <J6K 23Q#% &('),*++ -K./+'10( -3+<C6K W7?<

(29) C6KN6,0;: <

(30) ˆ0M,T*+W6,0

(31) ,<@ XL)<0;&;08L<XL0M'[ 0(+ 6K[+D

(32)  DK0;&;0M [6KX*+\"

(33) 6KH6 -+0I 0(+

(34) [6K<^W7?L<

(35) F&d0('10(6K< W7?<

(36) ‡')K0(0

(37) + <+@ +<

(38)  

(39) 6K+

(40) &(J <K&(\ ?J < 7+‡<_ 6K1

(41) "\ ' 96KF&8Y6 0(-+HL+ 0('  &(+?c6KN&I%' ')N+D

(42) L-` L0M,=@O +<

(43) c6K+,

(44) c<-,0(,2'F+0

(45) ,<E6KObˆ 6K<1')6? &( &M,\, <&I_6 0(-+ F

(46) +H6K &I !4+')

(47) "\ ' 0

(48) + <XL<

(49)  +@O+<

(50) )6K,+

(51) H6KF?Z')K&( 7?+')K&(\N,<

(52) '),+

(53) a&M17?+')3+')K6K<L<6K%>0('1<K&8"0(+

(54) K<' 0

(55) + <@ m " !j   o‡rtuzw?p{?{~},{)pqOrtsvu\s$#}Kp|%{}rtu&p% q1}Kq †' }K‚ rtuzw?p{?{~},{J‰+x+},{\{svp‚|ƒ4pA{~ƒ)(s8 ˆy;x+ƒ*p % uˆx,y |%p{ƒ4s( qTx,ƒ4sIz+‚Frx+ux+q+p% ƒ4u?s

(56) # }pA| ƒ4p{ƒ †' x+†,p-% #}Kx+ƒ4sIz,‚ †,pTq1z †/p. y;p| †,p% u?s

(57) 0 pTq1x+y3{>rWp?ws Š1p?% p|20 sIƒ4pA{\{pJx"{~‹ qOrtƒ4z+ƒ4s$#}Kp1†+p uˆp Œ~p ƒ †+}q1z3† p . ydp @. 4.

(58)  

(59) . B -C /o7 CA<-N ,JU9OP- OP-MQY-NAJ,4G>I9/‚2%UK,.G><R/r/1,J28Q%/1,JG UK-C/‚-NI\=4,!"-N =#4,JG UK-C/%$9I&4I9QYG-N' A.-0/)(IK2%,C=?D  2%,.G> = N- IP,M<H- =?28O*-i' <H- O+-N B2<>UK,.G>2IOP-C/,CU-, O* GHI8,.-i A0-N/ ,;O8-21-3546374r28,+(91-3;:3;<ƒIK@-NA /12%<H<r-N,\E3 +=3?>2/./A@CB0D E ( IK2UW/ IK2U9/ /12%=?=?-C/(7 A.2792F/F-C /\OP- O -N B-N<>27K79-NA;UKI ,J-C/1, O+?%O -8 U4,JGH2%I"OP- =?28O -N <>-792U A OP-C/ 7 A.28QY-C/J/1U9/MOP- OPGTSVUW/1GH2%I K2%=?2@.-N' IK-C/Š-iA.@28O8G UK-C/)3 G -C/ /1-NU <R/,.-C/|,Œ/HUK-I 2U9/ QY2IKI&4GR/J/1G>2I9/ /1- A47 7KA.28Q4I8,\O8-C/c,J-C/1, /cO*?O-8  U&4,.G>2IO-4IW/ QYQ 2I8,.I- ,8,.-z/12%IP, <H-C/o,.-C/|,Œ/ O8U\A47 72%A.,rO8-BPAJ4GR/|-N=AKK< CI9QY- @L-N IM-N AJ4<HG /N-6 O B2%GHA 74A -I,P-i=?7K<H-P(Y<H-z,.-C/|, O8U O -N AJGHB- +O  U IK-zQY-NA.J, 4G>IKQ9R 7KAJ2792N/ -Š 7 CA ST3  3?SŠA.82 UIM-N9, 1-3?<3;V(I- UGH,JL, @XWYD[ZUKG79-NA.= -N,nOP-r,.-C/|,.-NA /|G<  -\  U C,.G>2IO8G ]S -N A.-iIP,JGH-N<><H- /1,.28Q %/1,.^G  U _- (ŠB -N A.5G $6-N -'7 4A UKI 7KAJ28QY-C/J/1U9/?O8-OPGTSVUW/1GH2%I /1J, 4,.G>2IK&I 4GHAJ_- ( C7K7 CA.,.G>-NI8` , X' UKIK-jQY-NAJ, 4G>IK-'/|2U9/|D 3 C=?GH<><H- +O  UKI - 3 C=?GH<><H- OP-?3L2%I9QY,.G>2I9/\O82IK"I -i a- X' 7 A.GH2%A.G (-N, <H,J-C/1, 7KA.2%72FN/ -  &7 4`A <3cbd3  Qi: \- 4@U -X.O 4I9e/ @ 0 f Dg(6UKG79-NA.= -N,?O8- O -C QYG OP-NA?-NI8,.AJ-OP-i-U , 3 C=?GH<><H-C/ 7&4A Ch= -N ,JA.G UK-C/nOP2I MI -N -C/oQY2%=?=?- =?28*O -N' <>-rOP-zO -N AJGHB_- ( < i UK-i<H<H- -C/1,o^<  7K<>U9j/ O 8-   &U 4,.k- ' ^< OPG SnU9/|GH2%I /|, C,.GH2%IKI CGHA.-;i2 K9/1-NAJB -i _- 3 l 2%U9/ŠIK2%U9/(/|2=?= -C/ 7KA.2%72FN/ -C /M-O CI9/(Q -,.JA 0iB CGH<o*O !-N ,J-NI9OPAJ-<H-,J-C/1,MO8- :2%<H=?2%@2AJ2CBPD|E=?G>A.IK2CB CUIQ %/OP-C/OPGTSnU9/1G>2I9M / K2= 2.@ -i' IK-C/Š-NAJ@28OP^G  UK-0/ .A -N -N<H<>-C)/ 3 / -C Q 4I8,.G><H<>2I9M/ ;' iB 4<H-iUKAŒ/z-O 4I9]/ @cnNo  D( AJ-N792/|-;/1UKA G -,J-C/1,zOP- : 2%<H=?2%@2%A.2CBPD|E=?G>A.IK2C*B (4792%UKAOP-0m <^tXu9vQY2%IKI CGR/./ 4I9Q -Xv O8-&^< &<>2GŠ<>GH=?G>,._- (n<H2A !/ UK#- prq s OPU"#= 8,PG>=\UK= OPU"7KA.28Q -C/./|U9/ -i=?7KGHAJG UKS -i A.-NI9Q -?IK2AJ#= 4<>GRN/ -N --iIP,JA.-'<H-C/c3L2%I9QY,JGH2IW/\OP-X.A -N D Ogw+Zxzy pHOg{ Ogw+Zj|}{AOgw+Z!ZJow~€@cnFo  D‚OPGT] v 7&4A.,JGH,JGH2I -N=?7KG>A.G UK"- { Ogw+Z -N,z!, "-N 2%A.^G  UK]- {mOw+Z(8QY2IW/1GRO -N .A -  QY2= =?-ŠUKI 7KA.28QY-0/./1UW/ŠGHI9OPG +Q - 7 CA<  BiCA.G 8KK<H=- w#~ƒ@cnFo  Dg3 G -;, M-N 2A -N' =?-;O8- :2%<H=?2%@2AJ2CB?=?2I8,.AJT- UK_- (9.O 4I9/<H-;Q /MOP-C2/ -C Q 4I8,.G><H<>2I9„/ ( Q -7KAJ28QY-C/J/1U9/ -N= 7KGHAJG UK- QY2I8B-NA.@%--iI <H2%GŠ.O 4I9=/ @CnFo  DB-NAŒ/UKI 792%IP=, KKA.82 UIKG>-NjI (‚-i,c<  2%I / 4GH, C<H2%AŒ/IQ C<RQYU <H-NAM< \<H2%G OP- /|2I # = 0,8GH=\U = 3M†]4I9/(<>-\IQ %/;OP-C/MOPG SnU9/|GH2IW)/ (o<H- 7KA.28QY-0/./1UW/ -i=?7KGHAJG UKu v QY2I8B-NA.@%--iI <>2GzB-NAŒ/ UKI"7KAJ28QY-C/J/1U9/\_@ CU9/./|GH-NI"=?2%GHI9/;7 4AJ,.GRQ UK<HG>-N= A  UK-'<>-?792I8‡, KKA.82 UIKG>-NjI ( -i, IK2%U9/\/12%=?=?-CT/ %QY,.U -N<H<>-N=?-NI,G>I9IQ C7 0KK<>-?*O  Y2 K ,.-NIKG>A ^< &<H2%GOP- /12I /|UK7K.A -i =UKˆ= 34r-N79-NI9.O 4I8I, ( †M2I9Š/ ‰-NAŠ-NŒ , ‹4JA FO &4Ij-O 4IWH/ @ f DnOP2%IKIK_- ( /12%U9/OP-C/zQY2I9O8GH,.G>2I9/ /J/1I- L@ -N "I -N JA 4<>-C)/ (8UKI?!, "-N 2A -N' =?-MOP@%A CI9OP-C/rO -N B8G C,.G>2I9/o792UKAr<H-0/‚7KA.28Q -C/./|U9/ _@ 4UW/./1G>-NI96/ (' ,JA 0Ž|-CQ ,.2G>A.-C/o7KAJ-C!/ UK-MY/ UK/ A.-i=?-NI8, QY2%IP,JGHI8UK-C„/ 3 4r-0QYGVIK2%U96 /  79-NAJ=?GR/zOP-;=?-N,.,JA.-M-NI'7K< %QY-;UKI',.-C/|I, 3 / 0B2%I9/-NI9/1U GH,.- -N ,J-NI9OPU'<>-C/ .A -C /1U <H, C,ŒM/ CU IQ /*2 U' <H-C/Š7 CA C= -N' ,.AJ-C//12%IP,M-C/|,.GH‘= -C /<>2AŒ/MOPl 2%U96 <^ = -N/ =?-zY2 K9/|-NA.iB C,.GH2%jI 3 l 2U9/Ši2 KK,.-iIK2I9/<  <>2G OPU'7KAJ28QY-C/J/1U9/-N=?7KG>A.^G  UK-<>GH=?G>,.-=?2C6-NI I 4I8,zOP-C/ 86872%!, ’-0' /1-CM / %/./1-  < CA.@%-C//1UKAM<  AJ-N7K.A -C /1-NI8, C,.G>2IjOP-C/Š-C/|,.G>#= 4,J-NUKAŒ„/ 3 I -C /rOP-MIK2A= KKA.-i-U , -C/J!/ CGR/I8UK‘= -i A.G UK-C„/ 3 l 2%U9/7 -A -C /|-NIP,J2I9/rOP-0/I- ,8-N=?7K<>-C/oQY2%=?7K<H-i,Œ/ %QNQY2= 7 4@%M / 2' †“3;”•C< N}6 @ I – D‚792U Ac< ?%/179-CQY, /1G>=UK^< 4,JGH2I'I8UK‘= -N AJG UK-;OP-0/(7KA.28Q -C/./|U9/OP- OPGT3LD l 2U9/(AJ-NI8B2462%I9H 3LUW/1GH2%jI 3 —Š˜+™ŠšH›œ[šž5Ÿg ?™H¡^›?š6¢[£0;šž™›m ¤ £8¥0™ Ц™ šž£i§I™A§+¨¦™ š›? ? Ц™ ™‡§I£`©«ª8§P™Š¤  ?™=§I™‡˜+ª!¬N­9® ¥8¯)™Šœ[¢žª„ ? ™Šš=°±ª„¢[¢!­9²Y›œH³j´¶µ8ª)£8œ[¥0¦™ ™Šš6· ´ ¸› ¹›!ºI­+»;¼!½¨¾[´#¿jª„£0¢MºA²8œ8Ц™ ¢[™Š¥Išžª„¥8¢T¢[ª)£8¢ ¡Àª)œ[©6™T§I5§8›„ŸÁš[5Â)£8™H§I™Š¢6œ8Ц™ ¢[£0 ;šg›šž¢6²Yª„œ[šg›¥IšM¢[£0œM ^à ™Š¢žš[?©]›š[?ª„¥A§\™Š¢ ²i›œg›©=™¨¤ š[œ[™¨¢§\™"Ÿg™M©«ª8§P™Š¤  ?™Œ²i›œŒ ?™Š¢©#Ц™ šžÄ8ª8§I™Š¢ŒŸg 5›¢ž¢[5Â)£8™Š¢6Åa©T›!¬8?©£8©Æ§I™MÇIœ›?¢ž™Š©MÈ8 5›¥iŸÁ™„­Y©#Ц™ šžÄ8ª8§I™§I™Š¢©6ªÉ ©6™Š¥Iš[¢!´.¿±ª„£8¢%©6ª„¥Išžœ[ª„¥0¢N ?™9Ÿgª„©«²iª)œ[šž™Š©6™Š¥Iš-§I™LŸg™¨¢*™Š¢žš[?©]›š[™Š£0œ[¢¢ž£8œ*§I™Š¢+¢[?©M£8 5›š[?ª„¥8¢!­›;¥0¢[iÂ)£8™j¢ž£8œ’§\™Š¢*§Iª)¥8¥jЦ™ ™Š¢ œ8Ц™ ™Š ? ?™Š¢Œ?¢ž¢[£8™Š¢ §I£=©T›œgŸ[ÄjŒ¦™ ©6ª)¥’Ц™ š›?œ[™¡Àœg›¥.Ÿ¨Ê ›?¢´Œ¿±ª„£8¢Œ²0œ8Ц™ ¢ž™Š¥Iš[ª„¥0¢›£8¢ž¢[ ?™Š¢œ8Ц™ ¢[£8 ?šg›š[¢ª„È8šž™Š¥I£8¢Œ™Š¥“©6™Ššžš›¥š•™Š¥ ª™¨£8ÇIœ[™§I™¨¢j™Š¢[šž;©T›šž™Š£8œ[¢j¥0ª„¥IÉ ²i›œg›©#Ц™ š[œž¹Â)£8™¨¢´ W.

(60)       

(61) Am }

(62) ˆ    “#} ŒŒ

(63) ˆ  . h

(64) 2.  ]

(65) . "!$# %&('*),.+& -/.&20 13&546-87:9<;13&27='>;? EF2GH,OA@ToCB oED“ZnUKI\-C/|7QY-z7KA.2iK0K GH<HG /N-_ (.OFBHGžZAGJILK UKIK- $9<>,.AC,.G>2I\O8-B`3E2%GH,OFMNGŠZAGJILK UKI\7 A.28QY-C/J/1U9/ O8- OPG SnU9/|GH2ƒI OFBHgG ZƒD .O 47K., -  ?' iB 4<>-NUKAŒ/;-O CI9H/ <¶> (*K2=?2%@.-N' I -\-NIa,J-N=?79/„(U IKG UK- /12%<HUK,JGH2%I /|2U9/OD O8-c< 8-  U C,.GH2%I'OPGT]S -i A.-NI8,.G>-N<H<>-/|,.28Q /|,.G UK- /1U GHBi4I8,.-QP RSM G x T OFM G ZURSV.WYX OFM G ZUR[Z G o\V8h ] n OZ 2*U^' T Ogw+Zo-0/1,rUKIK-Š3L2%I9QY,.G>2AI K92.A -i <HGH-iIKIK_- (YK92%A."I -N - /1U A,J2UK,zQY2%=?7 %QY, O8T- <¶>T(UX R Ow+Zo-C/1,rUKI - 3L2%I9QY,.G>2I Q 2I8,.GHI8UK_- (9/|,.AJGRQY,J-N=?-NI8,r72F/1G>,.GHBP- (K-N“, O_Z^gG Z`GJILKUKI7KAJ28QY-C/J/1U9/O8“- bGH-iIK-NAM/1J, 4I9.O 4AŒO /1U HA <¶>T(•OaBb[G ZƒD %-O 47 -, _-  3 h Ogw+ZTxj“q s (  c 2F/12%I9/_d Ogw+ZHx I- ,P’7 O!|eNK f XŽ T OAOAFgFg ZZ RLFg ZJ(o-N,N h Ow+ZTxji K f _d OAFg ZURL-g 3'EG <HG>= R l f n k p m o <^'OPG SnU9/|GH2I -C/|,c.A -C QYUKAJA.-NI8,.- OƒQY2%I9OPG>,.GH2%Ia"I -C QY-C/J!/ 4G>A.-\-N, /1U[r !/ CIP,J_- (oB2GHkA > 3t9s 3?VT%)/  = GHI9Š/ ‰PG>ŒG @ % DžZJ3 O8-\=?-C/1U A.-;GHI8iB 4A.^G 4I8,.- OAXVD $9IKGHP- (V#= 4G /ŠIK2I "I -C Q -C/./ 4GHAJ-N=?-NI8 , $9IKG>Y- Z OP- OP-NI9/|GH., -  X O$u5 Z_d_O$u5Z 3 l 2U9/ R  /|UK7K792/|2I9/.O 4I9/ < ;/|UKGH,J6-  UK-M<  OPG SnU9/|GH2I -C/|,.A -C QYUKAJA.-NI8,.-z792/1G>,.G>B_- (gG 3 _- 3ve X Ow’Zwd_Ogw+Z _R wyr x s 3 R : <><H] - OP=?-i,ŠO82I9QUKIK- UKIKG UK-M=?-C/|UKA.-MGHI8iB 4A.^G 4I8,.- OP-7KAJY2 K8KKGH<>GH., H-   U -IK2UW/ŠIK2,J2I9/89z 3Œ:5<><H--0/1, C<H2%AŒ/-NA.@%28OPG UK= - 4Ue/1-NI9/lP v  E {}r | ~~ O`±z ZJo v <HG>= p e K 9| OFMQ€ ZRL€d x‚eƒ|lRL9z o„D |† *u‡dLu ko : I B8UK- OP-?/|GH=?7 <H7G $W-NA(<>-C/IK2J, 4,JGH2IW)/ ( IK2%U9/ IK2UW/c7K^< ‰QYˆ 2%I9/ -O CI9/c<  -C/|7 Q -?IQ CIK2I G UK_- 3XE2%GH, Š Og<¶>=‹.Œ <¶>«ZŠ<  -C/|7 Q - O8-C/3L2I9Q ,.GH2%I9/MOP‡- <¶>8‹ Q 2I8,.GHI8UK-C„/ (-UK- <  2%I&= UKIKG>,OP- / ,.AJ‚G KK#U K92.A -N <HG>-NIKIKhxnX O`Ž>!€ oEdh ] n_Zr-NIK@%-NI9OP.A -N -7 CA<H-C/ 3L2I9QY,JGH2%I9/QY22A OP2I MI -N -C/8Ž>€ oEd] nF3ŠEF2GH,HO(^<  <H2%GVGHIWOPUKGH,J7&4A?<>-7KA.28QY-0/./1UW/ OaMNgG Z\<H2%AŒ/  UK-^< a<H2%GGHI GH,.^G 4<>v -&-0/1,^‘ /|UK A O’‡Š O<¶>‹.Œ <¶>«ZJo$T Z 7 4A'<H-0/ v 3L2%I9QY,.G>2I9v / Q 22AŒO82IK"I -i -C/lŽpgG OaMQ)€ oEd] n_Z xnMNŠG (K-N,MIK2,J2I9/ O;!/ \A.-C/|,.AJGRQY,JGH2eI #' O’Š O@cnNopMDAŒ <¶> ZoC Z(K*2 U'  -0/1,r< ,.JA QY- OP-H/|UKAbŠ O@cnNopMDAŒ <¶> Z3“MI?IK2,J-l”: <  -C/|M7 -N A CI9QY-M/|2U9/8OY (-N,r7 CMA 0K U9/Š+O -C QYAJGH,.U A._- (  -N,O” O -C /|GH@%IK-NI8,< ?<H2%GrOPU 7KA.28Q -C/./|U9/c-N,;<  -C/|M7 -N A CI9QY- IQ 4< QYUK< -i -\/12%U9/ Q -N,.,J-\<H2G <H2A !/ UK- <  <>2GofE• G>IKGH,JG 4<>fE-(• -0/1,MQY2%I9QY-NI8,..A -N --N`I wp8K 3 E2%GH, Q.– KE— <  GHIWOPGRIQ C,.AJGRQY-rO8=- @cnFoJw&D8-N,r/|2G>,|FP <¶> |±q @cnNo  D UKIK-Š3L2IWQY,.G>2‡I K92.A -N <HG>-NIKIK-,J-N<H<> - UK<^ 3L2%I9QY,JGH2IAv wf$˜ |jq i Q – KE— v |lRLz'/12%GH, QY2I8,.G>IPU -/1U A6@cnNo  D3 c 2F/12IW/›š| x Q – Kœ— |M| i Q – KE— |<RLz 2*U ' Q – KE— (*{ Ogw+Z x pž E i f$K ˜_™ Q – KE— •| O`Ž>€ ZURLu9d\v -N], {mOgw+ZŒx5i Q – Kœ— |Of RL•z (V-N, O f$)-˜_ ™$WIKGR/J/12IW)/ (Vf$79˜A2™ U HA p $&,_-  (K<>-;f$7K˜ A.28QY-0/./1UW/(-N=?7KG>A.^G  UK-MIKf$2%˜LA.™ # = C<HGRN/ A-  O Ogw+ZonQŸ wŸ  Zf$(L˜U™' iB 4<H-iUKAŒ/M-O 4IW«/ `@cnNo  D(V-C/1&7 QYO8-C/3L2I9Q ,.GH2%I9/M_Q ' OPDLŠ< C' @?/|UK=A @cnNo  D(K7 4AOP v u9v Ogw+Z‡x y p Og{ v Ogw+Zj|}{AOgw+Z!Z‡x  e š| OAŽpžG ZURS„V o n Ÿ w¡Ÿ  u y p K f B.

(66) G -,M-N 2%AI-N' =?-z/|UKGHBi4I8,. K7 A.2%UKu9Bv -< MQY2I8B-NAJ@-NI9Q --iI\<H2G O-CI9/Œ @CnFo  Dg(/|2u U9/O8(<>2AŒ/ U -Mp |+q s ( O8U&7 A.28QY-C/J/1U9/M-N=?7KG>A.G UK- B-iAŒ/U IX7KAJ28QY-C/./|U9/@_4UW/./1G>-NIQ 2I8,.GHI8U 3    

(67)   wp8K ow E ~<¶>Lwp!K hw E "$#'% &()+*"*,-*/.102*,3'457698 o :x nNo  o Ž o u u u<; # . =>?@*A#CB 0DDF"E G# !.10H>/0@9I DJ$*,3 LK,0 4NM 6 K x G>IP3 5 V8]hn P¡Ž Gjx wpK,;_o 6 R 8 ‹ E x G>IP3 5 VO 6 R 8 P Ž G xhw E ;_o 6 R 8 ‹ R x G>IP3 5 VO 6 R 8 ‹ E P Ž G9x wpKP;_o :•x nNo  o Ž o u uu F3Q??)9*,-* ” O 6 R | 6 KIZ R xn” 6 RR xhsSR 3P??)9*,-*T#CB 03UD"C?)0D"WVP3X ‰{±w~}@CnFo  D .YBZJ% VP3 0[\L # /]^+*"*,`_fEa• x | š| 0#>2fE•"=H3FN*,[.13-u9\Lv ba u Kc% D &(0  z9OAX R!a d R ZNx u sSR`e .fDZ*gVP3@".'.' xkj f #0-* `@cnNo  D f lI3 V,3X*,'O.f0`.1hLf @'\L0[.' ‘)f  i0g*,3[* ž M Y*$3?DY7mnY*"*,3[*  O ± w Z o t & Z #@!P% ?)0DM o 03p*"*,q# >/r@FA@3.'.'N"^# m"KP0DnL0)mn$s {=wjo"t}~ @cnNo  Do s Ogwjo"t-Zx e W X R OUu+Z_d R OUu+Z e2v O`X š| f dYOUZ-w O\Z &w Z Rw e2v OAX 9š| ix dYOUZ-w O\Z &w Z RwRLz9OUu+Z o R o R y C? .13[*    O u ~Š @cnFo  DžZLx   OI3 Š @cnFo  D #$Y% *, o FO.YBzY*=?)0mn$# {*}|,@mn\L-*Tm" \L@3@Y*O*,3D @cnFo  DYR. S &4,.,JQ4AJ6N?O-CI9/A@ Ž D =?2%IP,JA.-;< ?Q 2I8B-NA.@%-NI9QY-;34G‚K <H-\O8- u•v B-NA / UKI7 A.28QY-C/J/1U9/@P4U9/J/1GH-iI u Q 2I8,.GHI8U O-C I9/c<>- QI /;@-N I"-i A4<zOP-0/cO8G SnU9/1G>2I9/;A.-C Q UKA.AJ-NIP,J-C/(792/|GH,JGHB-C//|UKA‡<¶>O~ R 3#4r-N79-NI9O-CIP,(oGH< I’ 2YK ,.GH-iIP,z7 /MO+ -P, 7KAJ-C/./|GH2%IXQ4 <RQ UK< 8KK <H-;O8-c<^\ QY2CBi4A.G^4I9Q - O8U&7 A.28QY-C/J/1U9/<HG>=?GH,J-_3 †TC I9/<>-MQI /rOP-0/O8G SnU9/1G>2I9/rUKIKG OPGH=?-iI9/1G>2IKIK-i<H<H-i/)N( 2%I?79-NUK,r2YK ,.-NIKG>ArUKIK-,.-i<H<H--,P7KAJ-C/./|GH2%Ij34rA.-C /1U <H,C ,A.-N792F/1-\/|UKA<  A.-C /12%<HUK,JGH2%IX-I8, 7K<HG QYGH,J-MOP-;<g-8  U&4 ,.G>2IjOP- c 2%GR/./|2Ij3 “MI I 2,.- ~ KE AO z±nZ <g -C/17& QY-rO8-C/ 3L2%I9QY,JGH2IW/‚OP- ~ E AO z±ZJ( O* GHI8,.-i @AC <H-rI8UK<H<>- 74 A AC 7K792AJ,6(' < Š = -C/1UKAJz93.    

(68) L' |~~ KE OAz±Z,R 3Q??)9*,-*€VP3X!.{B"% VP30[ULq# $]O+*"*,/_a xd|:| 0#>2"= z9OAX Z8xdsSRe .1DY*  VP3@".'.'‚VP3@*,'(.10ƒ.1hL@'\L0[.' ‘@ „02*,3p* ž3F !M *,[.13UL`aKc% D &(0  R a d R v  e |9OAŽ G ZURSV2xkj d OgnNon† K OA|jZ!Zo K y p. OI3 †UK8OA|jZ x. e LW X. R O\u’Zwd R OUu+Z(‡. e. v AO X |9dPOUw-ZJOUZ w-Z R wˆ R 9z OARu+ZPR o R. ‰YŠ9¥“²Y™Š£8šœ›²8²i™¨ ;™¨œŒ ?™Š¢¯„œ›¥i§I™Š¢ ??¯„¥8™¨¢§\™ 5›6§+Ц™ ©6ª)¥8¢[šžœ›šž?ª„¥N­Y§8›¥8¢ ?™MŸŠ›¢²i›œ[š[5Ÿg£0 ;?™ŠœŒ§I™  5›6§I?©«™Š¥8¢[?ª)¥ ¼)´ Š9¥ [œ ™Š©T›œÂ)£8™š[ª„£0šL§_ö›ÈYª„œg§T„£0™¢žª„£8¢Œ‹c8­QŽp »¶½9‘¼Á¾ ­) ?™Š¢DŽ›œž¹›È8 ?™Š¢O“Y’ ”• —–}˜i@™=™=šœšœ› › nš žY’ Ÿ •L —¡ –7¢P£)­¤ ˜ ½9‘¼n‘\¥9‘{¦Y¦=¦ ¡Àª„œž©6™Š¥IšM£8¥8™ ¢[£8?š[™‡§I™“Ç„›œž¹›È8 ?™T;¥Y§*Ц™ ²Y™Š¥i§8›¥šž™Š¢­5§I™¨¥šž5„£0™Š©6™Š¥Iš6§I?¢žš[œ[?È8£jЦ™ ™Š¢ • ²8œžª„²8œžЦ™ š8A ¦™ §I™H § ›œ„¨ ªÇm¡Àª„œžš[™{¨– ­ Ÿg™Š¥Iš[œ8Ц™ ™Š¢“™Šš]§I™“Ç„›œž5›¥iŸg™ªi© ¥8?™=¯)œZ›)« Ÿg™› ¤   à ÄIºI²Yª„š[ÄN™Š¤ ¢[™¬ ŸZ­ •¯® ‰Œ° ®± –‰ƒ²´ ³ ´µ•Š ¥#²0œ[ª„£0DŽ™‡› ?ª„œž¢6¯„œ"›„« Ÿg™#›A¤ §\™Š¢ ›œ[¯)£8©6™¨¥šž¢LŸg 5›¢[¢[5Â)£8™Š¢!­N£0¥‡š[ÄjЦ™ ª)œ™Š¤ ©«™"§\™M ;?©«;šž™ŒŸg™Š¥Iš[œg› ?™M²iª)£8œ(¶ · • [Š– ­€0© ¬’)¦™ ´6˜+™Ÿg+™Š¥Iš[œg›{«?¸ ¥8™  ¹›TŸgª)¥IDŽ™Šœž¯„™Š¥iŸÁ™  ;ª)œ[¢g„£0™c¹ °—º ³ §\™Š¢ ;ª)?¢}i© ¥8cÉ §\;©«™Š¥8¢ž;ª)¥8¥8™Š ? ?™Š¢*§\™(¶ · Ç)™Šœ[¢ ?™Š¢j ?ª„?¢}i© ¥0CÉ[§I?©6™¨¥8¢[?ª„¥0¥8™Š ? ?™Š¢’§\™(Œ ¶ ´k•Š ¥Hš[™¨œ[©6?¥8™  ¹›²8œ[™Š£0DŽ™™Š¥6©«ª„¥Iš[œg›¥Iš- 5›Œšž™Š¥8¢[?ª)¥]§I™• ¹›L¡^›©«; ? ?™*§I™¨¢j ;ª)?¢*§I™»¶)· §_à £8¥8™9©T›¥8 ™Š¤ œž™9›¥i› ?ª„¯„£0™›Œ¤ Ÿg™Š ? ?™L§I£«š[Äj¨¦™ ª„œ™¨¤ ©6™ ¥8¥ ´?¼9§0›¥8¢Œ-¼ ´ %½ ? ? ;?¥8¯)¢[ ?™Šº6»zJ¾ ¾ ´ ¿.

(69) †=3 ‚<>2A.-iI9/rO-4I9/H@ – D92YK ,.GH-iIP,zQY-MA.-C /|UK<H,J4,r792UKA<>-C/ 7KA.28Q -C/./|U9//1,J4,.G>2IKI&4GHAJ-C/)( QY -0/1,.DJ4' D„OPG>A.- /12UW/Š<  <>2G. YK( -NIjQY2IW/1GRO-N ACIP,MOP-0/ 3L2%I9QY,.G>2I9/8| QY2%IP,JGHI8UK-C/)( O+ G>IP,.-N @AJ4<>-IPU <H<H-P3 >64 7K79-N<>2I9/zO+?89K 2AŒO?<>-,!"-N 2%A-N' = -M/1UKG>BYCIP, OU / “ ' S C,.,%Q&4A.6N @ Ž Dg(-I,8,.-iI9/1G>2I O+ UKI A--C /|UK<H,J4, K GH-NI'Q 2IKI8UjOP-=VT /|=?GHI9/ŠP‰ G>Gg3 l 2%,.2IW/ ‘ (<^ IK2AJ=?--NI'Bi4 AJG C ,.GH2%IjOP-C/Š=?-C/|UKA.-0/ŠOP-;7KAJ2YK8KKGH<>GH,.-P ( ‘ «x /1UK7 5 ‘&O mZ o ^~  W;_3 ‘G O -C /1G>@IK- <  =?-C/|UKA.-MO8-c7 A.2YK&0KK G><HGH,.-_ p( ‘ GŠO mZn x i +FO V„owjo mZ R[‘Ogw+Z 2*U ' +FO V„owjEo Rt-Z -0/1, <^ 7KA.2iK0K GH<HG>,.-  OP-;,.AJ4 I9/|GH,JGH2IjOPUj7KA.28Q -C/./|U9/(/|2<>UK,.G>2IjOP-AO  Z3 . .  .  . . .

(70) . . . ‘ G |z q n- .1DY*,VP3X V2q s O„OPU ,!"-N 2%A-N' = - Ž 3 Ž ZO“MIa'UKIK- 3L2%A.= UK<H- -I,P7 <HGRQ GH,.- O-CI9/c<>- QI/;OP-0/cO8G SnU9/1G>2I9/ OP- <  /|27<>UK ,.G>2Ij OP-;<g-8  U&4,.G>2IjOP- c 2%GR/./|2I _a xd|:|P x •| OAFg Z. e f e  O + w  Z x | _ d \ O & t Z RLgRt Ž a K  o OAX R Yd ZOAFg Z -C/1, OP-;QY<^/./|-Š E (8=#4G / 7/bŠ QI4A |XIj -C/|,Š7 %//1UK7 72FN/ -N - QY2%IP,JGHI8UK_- (-N,z7 4AMQY2%I9N/ \-   UK-iIP,( 2%I?IKa -79-NU ,7/r<HUKG’47K7K<>G UK-NAr< 3L2AJ=R UK<>-MO+?<ƒ,J2 ,.JA OPG>,.G>2IKIK-i<H<HP- 34r-i7-iI9-O 4I8,Š^< c3L2AJ=UK<>-OPk- <_,J2D ”94I&0‰i?IK2U9/M7-iA.=?-N,MO* 2YK ,.-NIKG>A< AJ-N7KA.-C /1-NI8, C,.G>2I'IK2UW/(79-NA.=?-i,M+O  i2 KK,.-NI GHAM< \A.-N7K.A -C /1-iIPJ, 4,.G>2I /|UKGHBiCIP,J- /|UKGHBiCIP,J-_3‚OLB2GHAz74A-,P-N= 7K<H_- (&@  Ž Dg(K, j3 4 3 f 3  (K-7 Kj3 4 3 f 3 4 Z3 G G ` O p Ž G g m Z x A O p Ž K I 9 Z , | e | 9 A O > Ž € ! U Z L R b d , W e a a K K OAX a d ZO`Ž>J€ ZR šZ € 2*U}' O ^šZ G[ZAGJILK-C/|,UKI'7KA.28Q -C/./|U9/(O8- bG>-NIK-NAM/|, CI9-O 4A OX/|2U9/lOY 3 c 2/12%I9/OP G G x e K O`X a d ZJOAŽ>!€ ZURšZ € r G x a O`ŽpgG Z9| a O`ŽpIK Z W e K 9| OAŽ>€ ZRLd E2%U9/(< c86P792, j-C' /|2- †U8K OAj| ZHx s ( Gr-C/1,MUKIK-QOYDL#= 4AJ,.G>IK_@ C<H- OP-\Q 4A..A -  G>IP., -N @JA 0KK<>_- 36:5IU ,.GH<>D G !/ CIP,z<H-M!, "-N 2%A -N' = -MOP-<HG>=?GH,J-QY-iIP,JA 4<>-(792%UKA<H-C/r#= 4AJ,.G>IK_@ C<H-C/ KKAJ02 UI GH-NIKI -C/ŠOP- ’U 3 “+ 3 : U ,.2CN6 4I8,Œ/ .O 4I9= / @  WYDg(K2%I'Y2 KK,JGH-NI8,OP v v  e O`X ZOAŽ G ZUR šZ G xkj dOnFon† K OAj| Z!Z x y p y p K ad 4r2%=?=?- a -C/1,zQY2%IP,JGHI8UK_- (C<H-M!, "-N 2%A -N' = - Ž 3 4 =?2I8,.AJM - UK-/|2U9/žY ( a O`ŽpgG Zmxkj a OFM Z <H2%AŒ!/ UKV2q s (V*2 U' M -C/|,UKIK-\iB 4AJG 8KK<HA- CI< 8-  C,.2G>A.- OP-\<>2G9z 3 a -N , CIP,‘FD G>IP., -N @JA 0KK<>_- (V2eI '/12%U9/< <>2G  P  O a OAŽ v Z9| a OAŽpIK ZZ |+c q nFo p q snu y p “MIj O -C OPU GH6, 4<>2A / 3 %QYGH<>-N=?-NI8,8P v  e 9| OAŽ G ZURS2V xkj dOgnNon† K OAj| Z!Zo y p K Q H-  U Go,.-NAJ=?GHIK-M<  7 A.-NUKBP- 3    

(71)  O3@".'.' VP3X!*,'c.10ƒ.1ŒL@'\L0[.' @‘ . . . . . . . . . . f. .

(72) 7  O„OPUX,M-N 2%AI-N' =?- Ž 3  Z6:. XI UK,JGH<>GR/!CIP,<>-;,!"-N 2%A-N' = -c7 A--C QY-0OP-NI8,I(PU IQIC<RQYUK< O8GHA.-0QY,79u -NA.=?-i, O* 2YK ,.-NIKG>A < -I,87KA.-0/./1G>2IOP-?<^XQY2CBi4AJG 4IWQY- Ogwjo"t-ZonŸ w±oZt Ÿ  OPU"7KA.28QY-0/./1UW/ <HGH= GH,.- 3: I G>IP,.-N @AJ4I8,Š7CA(7&4A.,JGH-C/„(K-N,-NIj/1- /|-NA.Bi4I8,I(9O8s -C/Š-I,87KA.-C/J/1G>2I9/OP- a Ogw+Zz-N,MOP-}RLz•Ow+Z(K2I'2iKK,.G>-NIP,OP † K OA±| Z x‚•z OAX R a d R Zmx Ž e a |ORLz u - UK_- ( /12%U9/c<>-C«/ 86P792%!, ’-C' /|-C/;OPU !, "-N 2%A -N' = - Ž 3  ( 9{ wjo s Ow±oJw’Z]x G  GHI"-i @_4<>GH,.-  OP-?E8QFU"4A.,\=?2I8,.AJ‡ -  CU -A -C /|UK<HJ, 4,O8}- S 4,J, %Q CA.N6 N(c,J-NA.=?G>IK-< "7KA.-iUKB- O8U Ž i a š| RLz x s 3 4r-CQYG (H/J/128QYG Æ f f ,M-N 2%AI-N' =?- Ž 3  3 ” 

(73) ƒ 4r2%I9/1G O -N AJ2I9/<H-;7KAJ28QY-C/./|U9/OP- OPGTSVUW/1GH2%aI OaMNgG ZAGJILKMB -N AJ7G $*CIP,zg< 8-   &U 4,.G>2I'O8G ]S -N A.-iIKD ,JGH-N<><H- /1,J28Q %/1,JG UK-QP RSMNr G x |X, C-I jOaMNgG ZURSVNWjR[Z^G o\V] n 2*U ' O’Z†gG ZAGJILK\-0/1, U I = 2UKB-N= -NI8T, SŠAJ82 UIKGH-NI/1J, 4I9.O 4AŒO /1UKA <¶>T3“MI =?2%IP,JA.-  UK- QY-?7 A.28QY-C/J/1U9/ -0/1, -iA.@28O8G UK-'-N‡, jU  G><rB -N AJ7G $9- <H-CH/ P68792!, ’-C' /1 -C/\O8U , M-N 2%IA -N' =?- Ž 3  3 G  OP-NI9/|GH., -  OP-'!/ X= -C/1UKAJG>IPiB CA.G CIP,J-\OP- 7KA.i2 K0K GH<HG>., -  -C/1,8* Ogw+ZMx Ž QY2/Š R Ow+Z (9-N,;!/ \3L2I9QY,JGH2%I OP- .A -N 7 4AJ,.G>,.GH2%I-C/1], {mOw+ZMx  f 3(EGoI 2U9/MQ  2GR/|GR/J/12IW/(QY2%=?=?-3L2I9Q ,.GH2%I†|NP <¶>r|jq @cnNo  D(P^<  3L2%I9QY,.G>2IeOP-;-A -N 7 CA.,JGH,.G>2I  f (MW Og{A OFMNf žG ZZ;-C/1, UKI"7KA.28Q -C/./|U9/ -iA.@28O8G UK_- (rOP-'<H2%GŠG>IPiB 4AJG CIP,J-?< '<H2GU IKG 3L2%A.=?- /1UK` {A A K @CnFo  KDg3 (I u Q 4<RQ UK<9OPG>A.-CQY, =?2I8,.AJM - UK-(<>-7KA.28Q -C/./|U9/P@ K 4U9/J/1GH-iI?<HG>=?GH,J- -C/|,<>-(792%IPŒ, KKAJ02 UI GH-NI¡Z ( Z OFV ZŒx Z OaV Z’|VEZ O  ZJo2V ~}@cnNo  D3 G  <>2G OP-NZ OaV Zr-C/1c, dOgnNo$„V O  |V Z!Z3 / 0B2%I9/-YSn-CQY,."U -; OP-C/-C/./ 4G / I8UK‘= -N AJG UK-C/ 792UKA QY2=?&7 4A.-iAŠ<H-0/Š<H2G / $9IKG>DƒOPG>=?-NI9/|GH2%IKIK-N<><H-C/ l 2%U96 O8U&7 A.28QY-C/J/1U9/-N=?7 GHA.^G  U 6- 0B-0QQY-N<><H-C/rOPU'792I86, SŠA.82 UIKG>-NjI 3 l 2%U9M/ NB2I9/Š7KAJ28+Q -C O -  OP-;^<  #= 4IKG -N' A./|UKGHiB CIP,J- P IK2%U9j/ NB2I9/o/|GH= UK< -  OP-0/V-A 8-  C<HGR/ 4,JGH2IW/VGHI9O -i 7-iI9-O 4I8,.-0/oOPU;7KA.28QY-0/./1UW/ OaMNgG Z(N7KUKG /oIQ 4< QYUK< M-  Og{AOFMNžG ZZEŒ - O{mOFMNgG ZZ(9IK2UWT/ NB2I9/MIQ 4< QYUK< - <H- 7KA.28QY-0/./1UW/(-N=?7KG>A.^G  UK]- /J/128QYG _-  ( 72%UKA;Q YUK-;.A \-  4<HG !/ C,.GH2%IOPA 792%UKA OPGHB-NA /1-C/iB 4<>-NUKAŒ/;OPA- wa~ @CnFo  DAŒoIK2%U9H/ 0B2%I9/;OP2IWQ Y2 KK,J-NIPU UKI -C Q CIP,JGH<H<>2IeOPUa7 A.28QY-C/J/1U9/ -i=?7KGHAJG UK-LŒ I 2U9M/ NB2IW/-NI9/|UKGH,J-;IQ C<RQYUK< - < 3L2I9QY,JGH2%IXO8-.A -N &7 4A.,JGH,JGH2I -N=?7 GHA.^G  U -MOPU?7KAJ28QY-C/./|U9/Š-N=?7 GHA.^G  U _- ( 79 2%UKA(<>-C/ŠiB 4<>-NUKAŒ/O8“- wjQ  2GR/|GH-C„/ (j' < ?4G OP- OP- QY-N, -C Q &4I8,.GH<><H2%jI 3 / O -NI'792G>IP,JGH<H< Y-  Z -N, G “$9@U A.-  A.-N7 -A -C /|-NIP,J--NI 4 †=(K<H-C/ 3L2I9QY,JGH2%I9/OP-;.A -N &7 4A.,JGH,JGH2IW/Š-N=?7KG>A.G UK-C <>-C/3L2IWQY,.G>2I9/oOP-r.A -N 7 4AJ,.G>,.GH2%I;!, "-N 2%A.^G  UK-0/oOPU 792I89, KKA.82 UIKG>-NjI 3 G -C/ /1GH= UK^< 4,.G>2I9/K2%IP=, -N ., -  -YSn-CQY,."U -N -C/ NB-CQM<H-C/Š7 CA C = -N' ,.AJ-C/Š/|UKGHiB CIP, /lP I O 2A OPA.- Ž Z

(74)  7

(75) C      G><R¨/ 8,.-iGH` ! 

(76) #"W7$W$Q%&, 7'7()

(77)    *(  nin . . . . + W   C)

(78) ', BinYn -.W/  0 )1' 7

(79) 23 nUu?n -.W /  0 )1 '    nUu  . . . . . –.

(80) ’f.d.r. du pont Brownien’ ’f.d.r. du processus empirique’. 1. 0.5. 0 2 1 0.2. ‚GH@%UKA.-  P. 0 0.3. 0.4. -1 0.5. 0.6. 0.7. -2 0.8. >?)0D{0+*,# {*Œ| R # R D R # Y*$?DY7mnY*"*,3[*>?LDLVP3@/"C?) lDYŒ@J. "!w 57O/>&21 C&./ '>&

(81) [' G - ,.-C/|,O8- : 2%<H=?2%@2%A.2CB?A.-i72F/1- /|UKA<  QY2%IKI4G /./4I9QY- O8- < \<H2%G O8UX=#8,PG>=UK= O8- < \<HG>=?GH,J-O8U 7 A.28QY-C/J/1U9/M-N=?7KG>A.G UK-=3T†TCI9/(<>- Q/OP-0/#-C QCIP,JGH<H<>2I9/„(K<H-;,!"-N 2A-N' =?- OP-\:2%<H=?2%@2AJ2CBPD|E=?G>A.IK2CB = 2I8,.A.6- UK-M<H-7KAJ28QY-C/J/1U9/Š-N= 7KGHAJG UK-r<HGH= GH,.-z-C/1,rUKI 72%IP,KKA.28UIKG>-NIj(-N,r< ;<H2%GVO8-/|2I?=#8,PG>=U = -0/1,rQY2%IKI8UK_- (#= 4G / I 2U9/ B-NIK2%I9/rOP-B2G>ŒA UK-MO-4IW/5<>-MQI/rOP-0/57 A.28QY-C/J/1U9/rOP-MO8G SnU9/1G>2I -NA.@%28OPG UK-C/ /|UKA <¶>T(QY-7KAJ28QY-C/J/1U9/r<HGH= GH,.- -C/1, U I7KAJ28QY-C/J/1U9/ @_CU9/./|GH-NI =?2G>I9/ 7&4A.,JGRQYU <HGH-iAI(C-N, IK2%U9/ IK-(792%UKB2I9/ 7&6/ QY,JUK-N<H<>-N=?-NI,zO -i ,.-NAJ=?GHIK-iA <  <>2G OPUe/1UK7K.A -N = UK= +O  U I&,J-N<o7KAJ28QY-C/./|U9)/ 3 4r-N79-NIW-O 4I8I, (K<>-(, M-N 2A -N' =?- OP-;@JA 4I9OP¿ -  O -i BP^G 4,.G>2I'/|UKGHiB CIP, (P792UKAM<H- /1U 7KA.-N= UK= -NI'iB 4<>-NUK"A 0KKD /|2<>UK-+O  UKI\7KAJ28QY-C/./|U9/‚P@ 4U9/J/1GH-iI (' ,JA 0Ž|-0QY,.2%GHA.-0/ 7KAJ-C!/ UK- Y/ U / A.-N=?-iIP, QY2%IP,JGHI8UK-C„/ (O U/ 2%A.G>@GHI -N<H<>-N=?-NI8,  '  3;ST3  CAŒQYU9/r-N, G 3 = + 3 _E K-i7K7'-O CI9‡/ @  D(PIK2%U9/ 79-NAJ=?-N,J,.A  OP-;=?-N,J,.A.-M-NIj7K< %QY-UKIj,.-C/|, I3    

(82) \#CB 0n?D}{I * y -*JD)0DY0#)0!$' O u Ow+Zow#~}@cnNo  D[Z 3?DY7mnY*"*,3[* o 03p*"*,J DŒP% ".O$I0 UD{0#"7{mnULD"Y*k?D"Y*,VP3@Œ*C E3 D">2 m" \L@3@Y*  # (>/r-)F$!"k# (m"KP0DL0@mn s Ow±oZt&ZJo-wjo"tm~ @CnFo  DYR F'&% R x /1UK7 – Kœ— E s Ogwjow+ZY 0[.fDZ*q0HM (f ' ˜ <>GH= u  <H2%@ OA‡D O/|UK– KE7 — u Ow’Z u+Z!Z‡x | Ž % R v:ko R (f ' E ˜ E2%GH, O`T@ o$`B oE D oIOaBbgG Z`G I 8K oIO’Z†gG ZAGJILIK Z\U I7KA.28QY-0/./1UW/XOP- bG>-NIK-NA /1J, 4I9-O CAŒO /1UK`A <¶>T3 EF2GH*, ) x O+) E o u uIu o) ~ Z6~-,/. <¶>O~8(oQY2IW/1GR O -N A.2%I9/<  3 C=?GH<><H-;OP- O8G SnU9/1G>2I9/ /1UK=A <¶>T(+K2%=?2.@ -N' IK-C/M-NIX,J-N=?79„/ ( . . 0"¼- ?£8¢œ8¦™ Ÿg™¨©6©6™¨¥š!­ 1_z´ §‡z´ ½™Šœž©]›¥=§8›¥0¢"»?¼ž¾*›«ª„È8šž™Š¥I£=£0¥=šžÄ’Ц™ ª„œ™Š¤ ©6™6§\™¯)œ›¥Y§I™"§+Ц™ ÇI¹›š[?ª„¥ ²8 ?£8¢²8œ8¦™ ŸÁ;¢²iª)£8œ  ;™•¢[£8²0œ8Ц™ ©M£8©}§I™ŒŸg™¨œ[š›?¥8¢j²8œ[ª8Ÿg™¨¢[¢[£0¢9¯›£8¢[¢ž?™Š¥8¢9Ÿgª)¥šž?¥£0¢­I?¥iŸg ?£i›¥š% ;™ŸŠ›¢9§\™Š¢j²8œ[ª8Ÿg™¨¢[¢[£0¢"›¤ ©M£8 ?š[cÉ^?¥i§\;Ÿg™Š¢!­©]›?¢ ¥8ª„£8¢j¥0™L²Yª„£0DŽª„¥0¢j²i›¢j™g¬8²8 ?ª);šž™Šœ9Ÿg™Œœ8Ц™ ¢[£0 ;šg›š9ŸŠ›œ9¥8ª)š[œž™L²0œ[ª8Ÿg™Š¢ž¢[£8¢¯›£8¢[¢ž?™Š¥T™Š¢[š§_à £8¥Tš º²Y™š[œžª„²T²i›œžš[5Ÿg£8 ??™Šœ!´ 2.

(83) B«x 5 OFM G ZAGJILK7;_3l“MI/1U 7K792/1- UK-;< ?OPGTSnU9/1G>2IaOaM G Z`G I K-C/1,M<g UKIKG^ UK- /|2<HU ,.GH2%I OP- <-8 UC,.GH2%I O8G ]S -N A.-iIP,JGH-N<><H-M/1,J28Q&/1,JG UK- /1UKG>Bi4I8,.-QP RSM G x T )OaMNGgZURSV.W,XOaMNGžZUR[Z†G!o\V8]‘n OŽ Z 2*U^' { ) ~ ,=(*T Ow’Zr-0/1,UKIK-3L2%I9QY,.G>2`I K2%.A -N <>GH-NI IK_- (_K92A."I -N -\/|UKA(,J2UK,MQ 2=?7%QY,O8-“<¶> -N,HX R Ow’Zr-0/1, U IK-3L2I9QY,JGH2%IXQ 2I8,.GHI8UK_- ( /1,JA.GRQ ,.-N=?-iIP, 792F/1GH,JGHB_- 3 “MI'IK2,J- _ <  2"7 -N A C,.-NUKAzGHFI $WIKGH., -C /1G>#= 4<nOP-;< \O8G SnU9/1G>2eI OFM G ZHP  X Ogw+Z  _ xyT )Ow’Z  w W R Ž  w R R hIOgw+Zx c 2F/12%I9/ d„Ogw+ZŒx-I,87+O|e K f Ž X T IOO`AFg Fg Z Z ZURLg-(C-N,.h„Ogw+ZŒxni K f d„OAgFZURLg-3rEUK7K792F/12IW/‚<HG>= R f Hkmpo q=s (YC<H2%AŒ/ < O8G SnU9/1G>2I\-C/|,‚A.-C QYUKAJA.-NI8,.- OP-Š= -C/1UKAJ-rGHI8BYCA.G^4I8,.-8z OP-MOP-NI9/|GH,.-  OAX O$5u Z_d )OC7u Z!Z 3 l 2U9/ R  /|UK7K792/|-NA.2%I9/O-CI9/< \/1U GH,.- QY-C/OPGTSVUW/1GH2%I9/A--C QYU A.A.-iIP,J-C/792/|GH,JGHB-C/„(PGg3 -_3 e X Ogw+Z_d Ogw+Z R_wyxrs ( R { ) ~ ,“3 : IXB8UK- OP- /1G>=?7K<>7G $9-NAr<>-C/ I 2, C,.G>2I9„/ (IK2%U9/IK2U9/M7K< >QYˆ 2I9= / \' IK2UKB\- 4U.O 4I9/g<  -C/17 %QY- IQ 4I 2IKD ^G  U _- 3 “MI;IK2,J-" ’—  < Š<>2G%GHI9OPU GH,.- 7 4A <H- 7 A.28QY-C/J/1U9Œ /v OFM_—  G ZAGJILK OP-r<>2GGHI GH,.^G 4<>-2‘ /1U ŒA O’‡Š O<¶>8‹.Œ <¶v>«ZoCT Z &7 4A<>-C/3L2I9Q ,.GH2%I9/QY22%AŒOP2%IK" I -N -0“/ OAŽpŠG oV:] n ZJ(V-N,  / A.-C/|,.AJGRQY,JGH2eI  ' O_‡Š OJ@cnFoJpD`Œ <¶> Zo$ ZJ(*2 U '  v -0/1,r< ;,.A %QY- OP-b /1UKAH‡Š OJ@cnFoJpD`Œ <¶> Z3”l’— _—  O -C /1G>@IK-<  -C/|M7 -N JA 4I9QY-M/|2U9/b ’—  ( -N,r2%I?IK2,J- fE• —  -i,” — ’—  < <H2%G9OPU 7KA.28QY-0/./1UW/-N, <  -C/|M7 -N JA 4I9QY-MQ 4<RQ UK< -N - /12%U9/rQY-N,.,J-<H2%GK<H2%AŒ!/ UK-M< (= -C/1UKAJ-ŠG>IKGH,JG 4<>-0/1,MQYfE2%• I9QY-NI8,..A -N --N`I wpIK 3 - LK}P l 2%U9/,.A NiB 4G><H<>2I9/OP2%I9Q;-O 4IW/ <  -C/|7 QY- /1, C,.G /1,.^G  U ’  —  L«K x 5 Š Og<¶>‹.JŒ <¶>«Zo$H  oIO_ oIO!)No6_‘ oEX R Z~ ,

(84) E Og<¶>TZ ^‡Š O<¶>lŒ <¶>8‹•Z!ZZ; *2  U '

(85) E Og<¶>«ZzO -C /|GH@%IK-;g<  -iI9/1-NA= KK<>-MOP-C/Š=?-C/|UKA.-0/ŠOP-;7KAJY2 K8KKGH<>GH., -0 //1UK]A <¶>T3 E2%GH,v|_P <¶> |+q @CnFo  DUKI -53L2%I9QY,JGH2HI K92.A -N <HG>-NIKIK- ,.-N<><HL-  UKP- (6{ )“~ ,=(N^< 3L2I9QY,JGH2%“I w |+q { Ow+Zx i Q – Kœ— v |lRLz /|2GH, QY2I8,.G>IPU - /1UKA @cnFo  Dg3 c 2/|2I9/yš| x Q – KE— | | i Q – Kœ— |<RLz ({ v Ogw+ZHx f$pƘ ™ $,_-  (P<>-c7 A.28QY-C/J/1U9/ pl E i f$K ˜ ™ Q – KE— 9| OAŽ>!€ ZURL_d (-iM , { Ogw+ZŒxni Q – KE— |lRLz f -i,M O )-  $9IKf$G ˜p/.™ /|2I9„/ (792U T A -i=?7KGHAJG UK-f$IK˜ 2%™ A.#= C<HGRN/ ‡-  O u v Ogw+ZJon ‘Ÿ w^Ÿ  Zzf$7 ˜ C™ AP v u v Ogw+Zmx y pOg{ v Ogw+Zj|}{ Ow’ZZmx  e š| OAŽ G ZURSV y p K f †TCI9/MQY- QY2I8,.I- ,8,.P- ( I 2U9T / NB2%I9/Š<  7KAJ2792/|GH,JGH2Ie/1UKG>iB 4I8,._- 3 7'c '  3P??@9*,*/Kc% Dn & P% Y*  ?@3D€\3 )~ ,€ .<Y*Nm"@#'\L-* #3`ª% DŒ% >2 RR e .fDZ* { )a~ ,! *,3[*  _—   u v xkj u #0-* `@cnNo  D OI3 u Y*3 q?DY7mnY*"*,3[* o 03p*"*,J #  . >/r@F)3-.<.'ƒ"^# Œ|,@mn\Lq# m"KP0DnL0)mn$s Ogwjo"t-Z #@!P% ?)0D€M {=wjo"tƒ~ @cnFo  Dgo s Owjo"t&ZLxneÆWLX R O\u’Zwd R OUu+ZUe/v OAX š| f d)ZO\&w OUZ -w Z Rwe2v AO X š| x dOUZw-JOUZ w-Z R wz O`Ru+Z o R o R. n.

(86) ~ Š @cnFo  DžZLx y h? .13[*  ’—  O u . OI3 % R xHx /|UK7 G.  R q0ƒ0[.fDZ* *{  ’—  — v <HGH= u R <H2@ O_ O/|UK– KE7 — E v kno (f ' ˜. )“~ , M . u v Ow’Z . u+Z!Z‡x | Ž  %R. – Kœ— s Ogwjow+ZPR (f ' E ˜ \7KA.2%792/1G>,.G>2I/|UKGHBiCIP,J-c79-NAJ=?-N, OP-;,.-C/|,.-NA(j\ ' <g G>IP,.-N A.G>-NUKAzOP-  K (P<gCP68792,j-C' /1- /|GH=?7K<>-P  K P ) x )Ko QY2I8,.AJ-  E P ) x  ) K u. 7 'c ' 3P??@9*,*(K % D &q"% Y*(.'Y*lm"@#'\L-*^# Œ.10h?DYn?)9*,'\L  RP Z9|,0+*,-*(.YB )r"?@[OYI *7 *,3P?? .—% >2J U0LD"#CB L#  \ &(0P'.1' N% # Y*.1+*€L@KP0DL0 4{*/5 z o)‡~ ,; M { ) K„o) E ~ =, o ) Kx  ) E o

(87) d ~^ 9oz • O Zxƒ  z  O HZ OI3  #$Y% *, o F.f0g\DP3"DŒ"% .1)F/#  <¶>R q0N0[.1DY*  *, | ?DŒ{% *7DnK7 .YB L# U &(0,'.1' % 1?@0D!>? .'  *, | Y*P "7{mn\LK9  { )=~ ,=o)x  )K M ’—  u v .

(88) .

(89) . G \7KAJ-NUKB--C/|,GH=?=‘-C OPGÀ4,J-_3. ”. /|UK– Kœ7 —. (f ' E ˜. . • Ogw+Z. . |+q. s o. . | *u‡dLu. 

(90) ƒ 4r2%I9/1G O -N AJ2I9/'<  3 C=?GH<><H-¡B x 5 OaM G ZAGJILK8o )d~ , x6D^nFo6WHsz@+;eOP-a7. A.28QY-C/J/1U9/. O* “MA.I9/|,.-NG>IKD «K<H-iIFK9-CQ‰ B-N A.G5$*4I8,<H-0/m-8 U4,JGH2%I9/(O8G S]-N A.-iIP,JGH-N<><H-C/ /|,.28Q/|,.G^ UK-0/ RSM G x | ) M G RSVvW,R[Z G “MI !/ CGH9, UK- { )ÆnNo«OaM G Z9-C/|,o.A -C Q UKA.AJ-NIP,9792/|GH,JG 3 (%OP-r=?-C/1U A.- GHI8BYCA.G^4I8,.-RLz x Ž) -I,P7*O!| )Yw R ZR_w±3 “MI'Y2 K9/|-NA.B-;UKI - O8G SnU9/1G>2eI OFM G Z GJILK (P-N,<  2%I&B-iUK,,.-C/|,.-NAzg< CP68792!, ’-C' /1- /1G>=?7K<>-P  K P ) x )Ko QY2I8,.AJ-  E P ) x  ) K u / 0B2%I9/Q K2G /1GoQ 2=?=?-3L2IWQY,.G>2I†|FP <¶> |+q @cnNo  D(p9| Ogw+ZŒxI- ,8j7 ¿ O!|]w R Z3 l 2%U96 “MI B -N AJ7G $9-?3 Q GH<H-i=?-NI8“, UK-j<H-C“/ 86P792%!, ’-C' /|-C/?OP-j< 7KA.2%792/1G>,.G>2I Ž 3 -N,u OP-j< a7 A.2792F/1GH,JGH2%I 3Ž f /12I8,\ B -N A.5G $6-N -C/"{ )~ ,=3 c 4A\Q 2I9N/ 8-   U -NIP, (‚<>-7KAJ28QY-C/J/1U9/ -N= 7KGHAJG UK2- O v • Ow+Zo‡wh~ @cnNo  D[Z( O.u 4I9/?<H-IQ %/ *2 U' <  i2 K9/1-NAJiB 4,.G>2I 7KA.2CB8GH-NI8, OPU 7 A.28QY-C/J/1U9 / OFM G • ZJ(;QY2I8B-NA.@%-XB-NA /?UKI 7 A.28QY-C/J/1U9/ O • Ogw+ZoŒw#~ƒ@cnFo  D OP- QY2CiB 4AJG 4IWQY)K s • Owjo"t&Zx W  Ž e I- ,P’7 O!) K u R Z  š • OUu+Z  š x • OUu+ZUR ujo wjo"tA~}@cnNo  D f %.

(91) 0.2. 0.15. 0.1. 0.05. 0. ‚GH@%UKA.- Ž P. 0. 0.1. 0.2. 0.3. 0.4. 0.5. 0.6. 0.7. 0.8. )0DnL0@mn#3?D{9mn{*"*,3p* O u • gO w+ZJo w#~}@cnNo  D[Z. 0.9. 1. 2*U' < 2I 792/N-   š • OUu+ZŒxƒi  v š| • O\w&Z-,P7*O!| ) Kw R ZRw%3 EG g<  i2 K9/1-iA.Bi4,Ju GHf 2v I 7KAJ24B8GH-iIPo , OPf U 7KA.28QY-0/./1UW/«OFM G  ZJ( ) E x  ) K( <>-M/1UK7 A.-N= UK= /1UKA]@CnF(  D9OPU 7KA.28Q -C/1D /|U9/Š-N=?7 GHA.G^ U -HO Ogw+ZoŒw`~}@cnNo  D[Z(KQ 2I9/|GRO-N A.-; QY2%=?=?-7KAJ28QY-C/./|U9/Š-NI`pH(PQ 2I8B-NA.@%-B-NAŒ/r<g GHIF$9I G 7 A.-C/  UK- Y/ UK/ AJ-N=?-NI8I, (• <H2%AŒ/ UK-=prq s 3 = -N A.G^ UK-0/Q GHD„OP-C/./|2U9/M=?2I8,.AJ-NIP,<>-\QY2%=?792AJ,.-N=?-iIP,zOPU,J-C/1,3 G -0//1G>=UK<^4,JGH2IW/ G -C/M-C/./ 4GR/MIPUK‘ 2%IP, -i -, -; -YSn-CQY,JMU -N -C/ 0B-0Q(<H-C/Š&7 4A C= -N' ,JA.-C/z/1UKG>YB CIP, /<P I O 2A OPA.- Ž Z

(92)  7

(93) C      G><R¨/ 8,.-iGH` ’—  'CCq7 &P0  x @Cw ] 4 % Dg(> Oƒ/|UK7 – KE— E u Ogw+Z ~  Zzn[;u n  • f(' ˜  u u n.  4  – 4  -.W/  0)1'  . . . + W     C)

(94) ', Ž BYn ) K   u;n ) E  ‚G>@-3 4 P  u?n[Œ ‚G>@-3cW P-nUu?B[Œ GH@-3;B[P Ž ?u n[Œ . . ¿. GH@-3 P.B[u?n “MI=O -N ,J-NA.=?G>IM-o I8UK=h-N AJG UK-N= -NIP,8<H- =#0,8GH= UK= %.R OP-ru < ŠBi4AJG CI9QY-rOPU;7KAJ28QY-C/J/1U9/ŒO u • Ogw+ZJoŒw ~ @CnFo  DžZJ3 G  $9@%UKA.- Ž =?2I8,.AJ-<g;4<><HUKAJ-OP-;^<  YB CA.^G 4I9QY- OP• - O • Ow+Zow~}@CnFo  DžZJ3 G  $9@U A.- 4 = 2I8,.A.- UK-r<>2AŒ/ U -< 2iK9/1-NAJiB 4,.G>2I;7KAJ24B8GH-iIP, O+ UKI;7KAJ28QY-C/J/1U9/ŒOFM G • ZJ(4<>-7 A.28QY-C/J/1U9/ O„/1UK7 – KE— E u G • Ogw+Z ZAGJILK\Ij;4,.,J-NGHI8,;7 /\< ¿ #N2I -'OP-?AJ!- Ž|-N,  x 5 w ~  ‹ ow] 4 % Dg3 G 2AŒ/ U • V2q f(s' (P<˜  7 A.2YK&0KKG><HGH,.-=  Uj GH<’4,.,J-NGH@%IK- QY-N,J,.T- N2%IK-;-C/1,MO8-c<  2%AŒOPAJ- O8“- nU?u n  3 “MI B2GH, /1UKAj<H-C/ $W@UKAJ-C/ W.(HB -i, UK- <H-,.-0/1,'A.!- Ž|-i,.,.- /|G;g<  i2 K9/1-iA.iB 4,JGH2I 7KAJ24B8GH-iIP,'*O  UKI 7 A.28QY-C/J/1U9/HOFM G ZNB-CQ )x  ) IK 3 ` Ž . .

(95) ’sup_[0,1] Z_T(x)’ ’seuil de rejet: inf(R)’. 1.4. 1.2. 1. 0.8. 0.6. 0.4. 0.2. 0 0. 10. GH@U A.- 4 P 20. 30.  "*7DnK,0[ULiM OFM G {Z 

(96) ) E x ) K 40. 50. 60. 70. 80. 90. 100. 2 ’sup_[0,1] Z_T(x)’ ’seuil de rejet: inf(R)’. 1.8 1.6 1.4 1.2 1 0.8 0.6 0.4 0.2 0 0. 10. ‚G>@UKAJ-HWpP J*7DKP0[\L M aO M G  ZY

(97) ) E 20. 30. 40. 50. 4. 60. 70. x )K. 80. 90. 100.

(98) 1.6 ’sup_[0,1] Z_T(x)’ ’seuil de rejet: inf(R)’ 1.4. 1.2. 1. 0.8. 0.6. 0.4 0. 10. ‚G>@UKAJ-=B[P 20. 30.  J*7DKP0[\L M OaM G YZ 

(99) ) E 40. 50. 60. 70. )K. 80. 90. 100. 2 ’sup_[0,1] Z_T(x)’ ’seuil de rejet: inf(R)’ 1.8. 1.6. 1.4. 1.2. 1. 0.8. 0.6. ¿. 0.4. 0.2 0. ‚GH@%UKA.5. P J*7JDnKP0[\LiM FO M G  Z{) E ) K 10. 15. W. 20. 25.

(100) ¿. O8-. 4r2%=?=?-r2I 792UKBi4G>,z/) 6 4,J,.-NI9O8A.-_(<H-z,.-C/|, A.-Ž|-N,.,J-MO+?CUK,CIP, ) K=ƒO QY2%=?7C A.-NAz<H-C/$9@UKAJ-C/6B -N, Z3. 7 <HU9/ B8GH,.-" U - ) 0- /1, 7K<>U9/=-N <>2G>@I"- .       

(101) Am } 

(102) ˆ  h

(103) 2  ]

(104)   “#}ŒIŒ  Œ

(105)    m  ƒ   h

(106)  ƒ‡ H = L  L    4r2%I9/1G O -N AJ2I9/;=#4G>IP,J-NI4I8, ) / v UKI -C/1,JGH=#C,.-NU AOP- )?QY2%I9/1G /1,J4I8,I( Qi -C/|,.DJ4' D„OPGHAJ-\,.-N<ŒUK- ) / v |+c q ) <>2A’/!—  UK‡- p q s 3 l 2U9 6/ 4<><H2IW/(OP2%IKIK-NA /12UW/QY-NAJ, 4G>IK-C/QY2%I9OPG>,.GH2%I9/(^<  <>29G /|6P= 7K,.2%,.G UK_- (9/|2U9 /  ( OPUa7 A.28QY-C/J/1U9/ u v  Ogw+Zx y pOg{_—  v Ogw+ZŒ|ƒ{  Ogw+ZZo"±{ wa~d@cnNo  D3 l 2U9/B-NAJA.2%I9T/ UK- u

(107) v  Q 2I8B-NA.@%-(-NI <H2G -O 4IWM/ u @CnFo  Dg(9/12%U9/b (PB-iAŒ/U I?7KA.28Q -C/./|U9/ P@ 4U9/J/1G>-NIjQY2I8,.G>IPjU (8OP2%IP,z<  <>2GV-0/1, O8G ]S -N A.-iIP,J-MOP-Q -N<H<>-OP- Y2 KK,J-NI8UKT- CU?7 CA 4@%A C-7 K-7K.A -C *Q -C O8-NIP, 34r-CQYGKIK2%U9/79-NAJ=?-N,J,.A  +O  i2 KK,.-NI GHA U I&,J-C/1,MO8- :2%<H=?2%@2AJ2C+B (8@ -N "I -i A 4<>GRN/ H-  4UeIQ /Š*2 U' <H-0/7 CA 4ˆ= -N' ,.AJ-C/Š/|2I8,(-C/|,.G>h= -C / <H2%AŒ/OP-;<  = -N/ =?2iK9/1-iA.iB 4,JGH2’I 3 ¿ = -N/ = -N/ l 2%U9/ QY2I9/|-NA.B2%I9/ <H-0/ IK2J, 4,.G>2I9/ OPU 7 CA C@A C-7 K-7K.A -C *Q -C O8-NIP, ( -N,\IK2%U9/ 3 CGR/|2I9/<>-C/ 86872%!, ’-0' /1-CM / UK-;792UKAM<  7KAJ2792/|GH,JGH2I Ž 3 3 “MIj/1- OP2%IKIK- <  -C/|,.G>#= 4,J-NUKA ) / G /12UW/(< c3L2%A.=?-NP ) / G x6OF„V oIO`Ž € oEdŸ V Z!Z 2*U '  -C/1,U IK-3L2I9QY,JGH2%IO )-  $WIKGH-;/|UK]A <¶> ‹ ‡Š Og<¶> ‹ Œ <¶>«Zk' YB C<H-NU AŒ/M-O 4I96/ <¶> ~ 3 /  U -{ )#~ ,=( ) / G | )?B -i A.7G $WA- /168=?7K,J2,JG UK-N=?-NI, (9/12%U9/  ’—  ( ^< ?A.-N^< 4,.G>2I l 2%U9/;/1UK7 72F/12%I9‡ /|UKGHiB CIP,J- P G  E e G O`މ!€ ZURšZ € W NOaV Z ) / +G | )“x e  ` O ‰ Ž € ! U Z L R d   K  K  2*#U ' O ^šZ gG Z`G I K‚-C/|,oUKI 7 A.28’QY—  -C/J/1U9/ OPŒ- bGH-NIK-iAo/1J, 4I9.O 4AŒO .A -N -N<F/12UW/2 ’—  (  xdO  8 Z 8 E —  — ~ _P <¶> |+q <¶>O~ -0/1,,.-i<H<Hk-  UKP- (K/12%U9/l (Pg<  2`I ¡P v W{ :jx  o u u u o•o:”l’— ’— ! e K O  8 O`Ž>J€ ZZ R RL#d "jx s o 9{ p hnFo  ’—  |v <HG>= p  E e v O 8 OAŽ>€!Zo OAŽ>€!Z!ZURLd x s x s oi:!o'&mx  o u u uo#(o 8$ K  %$ 8 k o B-N AJx 7G $9O-N P 8 $ Zo":o)&2x  ou u Iu o#(†.P <¶> |+q v ~*[~ (V*2 U ' ~+*[~ -0/1,<  -C/|7 QY- OP-0/ #= C,.AJGRQY-C/Q 4A..A -\ OPA- <¶>O~8( W{ :!o)&“x  o u u)u o#(&o e K O  8 $ OAŽ>!€ Z!Z R RLd x s o8 ’—  | *u d o.9{ p hnNo G { :!o)&“x  o uu Iu o#(ov <>GH= p  e K  8 $ O`މ!€ ZURL“d x R 8 $ x s o  ’—  | u‡dLu k8o B . .

(108) -i,I(%NOaVZLxdO  8 OaVZ!ZoZ:•x  o uu uIo#( B-N A.G5$9-NP v { :±x  o u u uo#(o e K  8R OAdYZURLd5x s o8 _—  | *u d_o {±p hnFo W{ :jx  o uu u)o (o< ’—  |v <HGH= y p 8 OgpTZ x nUu / 86P792, j-C' /|-C/ 7 -A -C QY-0OP-NI8,.-C„/ (Œ UKG79-NU B-NIP,\&7 k84o A8/ ,JA.-'A.-N<^4,JGHB-N=?-iIP,(3L2%A.,J-C/)(/|2I8,B-N AJG7$-N -0/ G -C‡ 7&4Ar<H-C/o-C/|,.GH= 4,.-iUKAŒ/ QY< %/./|G UK-C)/ (%IK2J, 4=?=?-iIP,o<>-C/‚-C/|,.GH= 4,.-iUKAŒ/oOPU #= 8,PG>=UK=OP-B8A CGR/1-im= KK^< 4I9Q _- ( <>-C/-C/1,JGH#= C,.-NU AŒ/;OP-C/;=?2G>I9OPA.-0/IQ 4AJ.A -C /;-N,\Q -N-U ,GR/J/1U9/\O8-^< &‘= -N , K28OP- OP-C/;=?2=?-iIP, )/ (o-O CI9/\OPI 2A= KKA.-N.U ,IQ %/ O B2%GHA “+ 3 G Œ- SŠA.-N,J2jI (  3  UW/1GH-i< T@  B8Dg(i:3 K2UKAJIKG _-  (8†=3?”94< NA6 @  n8Dg( ’U 3 “+ 3 : U ,.2CN6 4I8,Œ/ @  4 DžZ3 †TCI9/< \/1U GH,.P- (K2I'792/1-¡P Š xdO s 8 $ ZJo :!o)&‡x  ou u „u o#(o MxdOAR 8 ZJo :!o)&‡x  o uu Iu o#(o $ -i,g<  2%Ij/1UK7K792F/1‡- GHI8B-NA /1‚G K <H_- (-N,zg<  2%I'IK2,J-P  E x Mx O_T 8 Z u $ O ˆU / ' r’jU —  3 “+ 3 :UK,J2CN6 4I8,Œ/ @  WiDg(i/./|UKA.6- C<H2%AŒ/o< IK2AJ#= 4<>GH., -  /168=?7K,J2,JG UKG -z!, "-N 2%A -N' = -r/1UKG>iB 4I8I, (% v / O8-c< -C/|,.G>=#4,J-NUKA ) (PG3 -_3 /12UW/< P y pTO ) / v | ) Z xkj 6 u 2*U ' 6 -C/1,U IK-;YB CA.^G 0KK<>“- C< 8-  C,.2%GHA.- OP=- <¶> ~ OP-;<H2% G dOgnFo Z(K*2 U ' xzO 8 $ Z3 †TCI9/,.2U ,.- ^< \/1UKG>,._- (82Ij_@ 4A OP-NJA  <>-C/Š = -N/ =?-i/ IK2J, 4,JGH2IW)/ 3    

(109)  k ' Z xdO_Z^ŠG o$BHgG ZoChV hn 3?DY7mnY*"*,3[*(#  FDŒ*U0@#0D{# > =#L>2*,L@F".  Z†G x O_Z G E o u u ‚u oZ G Z " { x O{ žG ZJo$$V n-{ G x OA| G 8 $ Z —  32?DY7mnY*"*,3[*>/0[\DnLm,". OaBbgG Z =0#0n?  % Kc% Dn & 0 M v W{ :o)&“x  ou u „u o•o:” Je K O`| € 8 $ Z R RLd " x s o 9{ p hnFo Z  *,C.YB 2?)9*7 | G ~ xdOA| G ~ E o u u ‚u o | G ~ Zo(Ax  o u u Iu o   v v <>GH= p  E e K OA| € 8 oE| € $ ZRLd x sJ8 $ x s o :!o'& x  o u u u o o k8o v 0[.fDZ*/M Š x O sJ8 $ Z!Z u v <HG>= p  E R e K {.€[R[Z€ x dOgnNo6d k8o G “M=I Š< ŠAJ-N< C,.GH2%I x Š 39†“;4UK,JA.-r7 4AJI, (CUKIK-rQ 2I9N/ 8-   U -NI9QY- G>=?‘ = -C O8‚G C,.- OP-r<  -NAJ@28OPG QYGH., -  -0/1,OP Š x OAz O  8  $ Z!ZJoi¿ :!o)&Ax  o u u Iu o (>u  . . . . . .

(110) . . . . . . . .

(111) "!$# %&('*),.+& -/.&20 13& O/ E7 O; ? l 2’— U9 /r/12%=?=?-C/o=#CGHI8,.-NICIP, -NI =?-C/|UKA.- OP-O82IKIK-iA<^<H2G&/168=?7K,J2,JG UK-MOPU 7KA.28QY-0/./1UW/ u v  |/ 2U9/  3 c <HU9/7K.A -0 QYGRN/ -N =?-NI8I, (I 2U9/64<><H2IW/O -N =?2%IP,JA.-NAr<H   

(112)  kS3p*‚.'Y* )rJ?)[OYI *7Y*?DŒJ% m % #  =Y*  "*,O.YB b*,3P??@9*7 # €? .f3p*gVP3@ { Ogw+Z {*$# 3 $|,+*Am" \LT E3 >2J !#  % D" \L0n.'N )- 3@ |,D>% >2 ! w  "TVP3ŒBz".'.<ƒ0ƒ\3-=Y**7Y* #$J% DnLKc,% Y*O?)0DJ\’—  ".<.'Y* *7{m"@# {*"Dn!P% Y* *,3Dl\3hm">?)0mnG#  ,! m"UL@3@Y*/J w} 0[.fDZ* { )“~ ,€ q0/*,3p*  M u v  xkj u / _—  #0* y  $     OI3 /u {*W3 ?D{9mn{*"*,3p* o 03p*"*, ªI0 \DY0#"7{mULD"Y*  <? R * R m" \L@3@Y*T# ^>/r-@  )3-.<.'ƒ"^# !m"KP0DL0@mn { { s / Ogwjo"-t Z x s Ogwjo"-t Zj| ~ —  E O  ) Ow+ZpT  z OAX a d x  Z W  ) OU-t ZpT  z OAX a d  ZZ . W.    { { (~ —  E  ) gO w+Z    ) UO t-Z . q0ƒ0[.1DY* *{ )“~ , M OI3 % / R xHx /|UK7. — v <>GH= v ko. .  <>2@O’ ’ —  OŠ/|UK7 u v  Ow’Z uR – œK — (f ' E ˜ . u+Z!ZAx | Ž  / %R. . f. –f(' Kœ— E ˜ s / Ogwjow+ZPR : I BPU -?O+-N ,8KK<HG>A(<^?BYC<HG OPGH,.-  OP-?Q -N,-N IK2%I9Q*-_ (oIK2%U9/“C<H<>2I9/;OP2%IKIK-NA;< ?<>2G/|6P=?7 ,.2,JG UK-_(o/|2U9/ u  ’—  (9OPµ- ‡ y pO ) / v v | )_Z ˆÆ~ `@cnFo  D `<¶> ~ 3 ’—  7'c ' kF e K9{m.'Y*)rJ?)[OYI *7Y*O?DŒ% mcJ% #  =Y*  q0 *{ )“~ ,! *,3[*  M . . u v.  ’—  t O u o 6 Z~Š @cnFo  D 2U9/MCUKA.2%I9/«K9-C/12%GHIjOPUj<H-N=?= -M/1U GHBi4I8,P 

(113)

(114) i @ {9w2~€@cnFo  D M. #0* @CnFo  D `<¶> ~  " . l. ‡ y pTO ) / v | ) Z ˆ xkj. ‡. `<¶> ~  x. u. 6. ˆ. R. . u v. ‡ y pO ) / v Ogw+| Z ) Z ˆ xkj. ‡. u Ow+Z ˆ. 6 OI3 O u Ogw+Zo 6 Z Y*^3 qK7{mn4J3 D o 03p*"*,J ƒI0 K,0[.'3DZ* #0-* <¶>O~$‹ E R. 8f.

(115) /12%<HUK,JGH2%IXO.4I9/H~ R OAz±Z OPf _ a xd| š| f f l 2U9/MNB2IW/)(9/12%U9/< ’—  (K<  A.-i7KA.-C /|-NI8,4,JGH2%IX/|UKGHBiCIP,J-c792%UKA u v Ogw+Z6O„Q 33‚,M-N 2A-N' =?- Ž 3 Ž ZHP v  u v Ogw+Z x e š| O`Ž•ZURLd y p K f v   v x O O`Ž KIZ9| a O`Ž Z!Z W e K OAX a d ZJOAŽ>!€ ZUR šZ €6u p y p a f y f f ’  —  2*U}' O šZ G Z GJILK -C/|,UKI'7KA.28Q -C/./|U9/(O8- bG>-NIK-NAM/|, CI9-O 4A OX/|2U9/l 3 : I,.-iI4I8,?Q 2=?7K,J-jOP-X<^aA.-N7 -A -C /|-NIPJ, 4,JGH2‘ I /|6P=?7 ,.2,JG UK_- (My p O ) / v | ) Z(2%I F(792UKA?U I Q -NA.,J4GHIp‰K8([{9p hp‰K}P v u v Ow’Z n  pl E R i K O`X a d ZO`މ!€ ZURQšZ € x v v f E  v / t y p O ) | ) Z n pl E i K  OAŽ>¨€ ZURLId  pž E R i K  OAŽ>!€ ZURšZ € pl E R O a OAŽp)K Z9| a OAŽ v ZZ f f W . 7  . EF2GH,6w`~}@cnNo  D(P-N,MQY2%I9/1G O -N AJ2I9/. a. . . . .  . . . . . . . . .  . . . p E  R NOpkZ. . . . C- /7KAJ27KAJGI-N ,.-C /(O8-C/ 3L2%I9QY,JGH2IW/  -N,=OAX a d Z(9-N,M<H-;,!"-N 2A-N' =?- 4 3 2 -NIP,JA8/ IK-NI8,<  QY2%IPB-NAJ@-NIWQY-iI?<H2%G OP_-;—  <g G>IP,.-N @AJ4<>-M/1,.28Q%/1,.G^ U -cI 2A.=4<HG /Nf -N - OPUj/1-0QY2I9O'=?-N=‡KKAJ-MOP- 4 B-NAŒ/rUKIK-;@_CU9/./|GH-NI IK-_( /|2U9/l 3 ”o-NI CIP, QY2= 7K,.-;O8U&3 4G>T , UK- y  p O a O`Ž G ZL| a OAŽ K ZZ2|jq n\-NI'7KA.2iK0K GH<HG>,.-  /12%U9/< ’—  O B2%GHA <>-\!, "-i 2A -i' =?- Ž 3 Ž Z( OP-C/M7KA.2%7KA.G -N ., -C /;OP-\^<  3L2IW’QY—  ,.G>2I  -N,;OP- Q -N<H<>-C/(O8Ua7KAJ28QY-C/J/1U9/‡O  GgZ-i IK2I9Q*-N -C/ 7 <HU9 / CUKI, (K2%IX-NIjO -0 OPUKGH6, UK- /12%U9/<  <H2%G. P G. . u v. ‡ y pO ) / v Ogw+| Z ) Z ˆ xkj. ‡. u Ow+Z ˆ. 6. O.4I9/T<¶> ~$‹ E (V-N,=O u Ogw+Zo 6 Z -C/1,U IB-CQY,.-iUKA@_CU9/./|GH-NI}O„Q 33(UKI -A4A.@%UK=?-NI8,C,.G>2I/|GH=?G>< CGHA.- O-4I9/ :M3 W2%UKA.I GI-N D†“3?”94<^N6@  nYDžZJ3 7  O„OP-Š^<  7 A.2792F/1GH,JGH2%I 4 3  Z.“MI @L-N IM-N AJ4<HG /1- 3Q GH<H-i=?-NI8,<>-ŠA.-C /1UK<>,C, OPU\<>-N=?= -‚7 A--C Q*-0 OP-NI8, CUXB-CQ ,.-NUKAzOP= - <¶> ~C‹ P O u v Ow E Zo u u)u o u v Ogw _Zo y p O ) / +G | )_Z!ZJo›{ 9o’Œ { Ow E o u u „u ow _Z~}@cnNo  D u “M=I OP2%I9Q =?2I8,..A -‚ ^< QY2I8B-NA.@%-NI9QY- OP-C/V<>28G $9IKGHD„OPG>=?-NI9/|GH2I IK-N<H<>-C/KOPU;7KAJ28QY-C/J/1U9/ ‡ y p O u) / v v | )_Z ˆ B-iAŒ/QY-i<H<H-0/(OPU7KA.28QY-0/./1UWb/ ‡ u 6 ˆ63 c 2UKA Y2 KK,J-NIKG>A< 'QY2%IPB-NAJ@-NIWQY-\-NI<H2%gG (oGH< A.-C/|,.`- &' B2%GHHA UK. . . –.

(116) <^ 3 4= GH<H<>-;OP-C/<>2GR/ OP- ‡ y pTO u) / v v | ) Z ˆ -C/1, ,.-NI9O8UK- O-4IW/ `@cnNo  D 7 UKGR/ UK-;<^c34=?G><H<H-MO8-C/ <>2G /OP- u v -C/1,,J-NI9OPU -_3 = CGHI8,.-NI&4I8,ŠO-N =?2I8,.AJ-NAŠ<>-,!"-N 2A-N' =?- 4 3  nF3 l 2%U9/72%UKB2IW/ #. <¶> ~ 3‡4r-CQYG. -C/|,GH=?=‘-C OPGÀ4, . %2 U9/Œ4<><H2IW/ O-’4— IW /5U I\7KA.-N= GH-NAo,J-N=?79/o=?2I8,.AJ-NA9UK-<H-C/ <H2G /±$9IKG>D O8GH=?-NIW/1GH/u 2%IKIK-N<><H-C/rOP- u

(117) v  QY2I8B-NAJ@-NI8,I( /12UW/< (KB-NA /QY-N<><H-C/zO+ UKIjQY-iA.,CGHI'7KAJ28QY-C/./|U9/(@P4U9/J/1GH-iI Q -NIP,JA.-  (K-N,IK2%U9/64<H<>2I9/GRO8-NIP,J7G $9-iAŠQ -C/Š<H2%GR/Š<HG>=?GH,J-C/)3 >-N=#CAUK2I9/ U - P . 7  O„OPU\,!"-N 2A-N' =? - 4 3  n Z l . u v  Ow’ZŒx u v Ow+Z9| y p Og{. . Ogw+Z9|}{ Ogw+Z!Z. 4r2%I9/1G O -N A.2%I9/< c3L2IWQY,.G>2IP. ’— PP <¶>~C‹ E f OaM omZ. |±q ±| q. <¶>To. ’— OFM`omZŒxƒM |hOg{ ‹ Ogw+Z9|}{ Ogw+ZZ f “MI`¡P u v  Ow’ZAx y p ’— Og{ v Ogw+Zj|}{ Ogw+ZJo ) / v | )_Z f 4r2%=?=?-#UK-{ Ogw+Z -0/1, OP-NU-, 3L2G /?OPGT] S -i A.-NI8,.^G 0KK<>-?-NI )-N,  U’ -N<><H-#a,J2UK,J-C/?/|-C/O-N ’A.— G>B-N -0/ 7&4A.,JGH-N<><H-C/z/1-CQ 2I9OP-0/Š-NI )“K2%A.I"-i -C/(/|UKAMUKI'B2GR/|GHI C@/- † (O8- )N( U - O*?4U ,.A.-;7CA.,(9/12UW/< P {9w2~€@cnFo  Dgo y  p u v Ogw+Z x { v Ogw+Z9|}{ Ogw+Z j7|+q3 „/ 3 nNo ) / v | ) |+c q nNo v y p ‡ { Ogw+/ Z9v |}{ Ogw+Z ˆ ) | ). xk¿j. ‡. u Ow’Z ˆ. 6. 2%IX2iKK,.G>-NIP,(P-NI`C7K7K<HG^ U&4I8,<H-,j3 4 3 4 3 % O.4I9/=@ DP y p ’— O{ v Ow’Z9|}{ Ow’ZJo ) / v | )_Zmxkj OnFo  _— ZEu f f G I- ,87KA.-C/J/1G>2I OP-^<   = 4,.AJGRQY-jOP- Q 24iB CA.G CI9QY-  ’— -C/|,'OP2I IM-N -QYGHD„OP-C/J/12UW/&O.4I9/?UKIQI/?7K<>U9/ f @L-N "I -N JA 4< 3 “MI;Y2 KK,JGH-NI8,3 %QYGH<>-N=?-NI8,KUKI - B-NAŒ/|GH2%Ic= UK<>,.GHD„OPG>=- I9/1G>2IKI -N<H<T- OPU;A.-0 /1UK<>,4,o7 A--C Q*-0 OP-NI8,I3‰{ •o {±w x Ow E o u uIu ow _ZŒ~ƒ@cnFo  D (9QY2%I9/1G O -N AJ2I9/Š^< c3L2I9QY,JGH2%IP ’— _P <¶> @‹ ~ |jq <¶> o ’— OFM E o uu Iu o$M o Zx 5 M 8 |hO{ ‹ Ow 8 Z9|}{ Ogw 8 Z!ZZ; 8  E —  — OaM E o u u f „u o$M o Z |jq f 2 . . . . . .

(118) “MI`¡P. _— Og{ v Ogw E Z9|a{ Ogw E ZJo u u u„o{ v Ow Z9|}{ Ow ZJo ) / v | )_Z2xkj dOnFo  ’— Z f f MIXQ4<RQ UK<oOPG>A.-CQ ,OP2%IKIK- < -I,87KAJ-C/./|GH2I OP-  ’— P f  ’— x O s Ogw 8 o"t $ Z!Z 8 — $  E —  — | G  Ow Z G G { d Ogw Z9| { d Ow Z  Ow Z W f  W { d Ow Z  ‰G { d Ow Z 2*U' < 2I 792N/ _-  (  { Ow Z!Z —  —  — — { d Ow Z x O  ) $ 8 8 E $  E ~ -N,. O' 8 xnz O`X a d  8 Z!Z 8  E —  —  $  E — — ~  Ow Z x $ f  / NB2%I9/c=?2%IP,J.A A-  UK- <H-C/<H2%GR/u T/ $9IKGHD„OP/u G>=?-NI9/|GH2I IK-N<H<>-C/<HGH= GH,.i- (V<>2AŒ/ U -2p q s ( OP- u v  l 2%U9“ /|2I8, Q -N<H<>-C/o+O  U I Q -NA.J, 4GHI 7KA.28Q -C/./|U9/ (*2 U ' -0/1, UKI\7KA.28Q -C/./|U9/‚_@ CU9/./|GH-NI QY-NI8,.A.-_ (COP-Q 24BiCA.G CI9QYs / Owjo"t&ZJ3 l 2%U9/H4<><H2IW/ =4GHI8,.-iI4I8,(7 A.2U B-NA= UK-P(o/12%U9/  ’—  ( u

(119) v  xkj /u 3 l 2%U9/“C<H<>2I9/792UKA QY-i<  U ,.GH<>GR/|-NAŠUKI', M-N 2A -N' =?6- KKGH-iIXQ 2IKI8UjO ƒU / A' V“3?>-U KKG>I OƒQŒ3 3 c 3;SŠGH<><HGHI @/1<>-N`6 @ 4 DžZJ3 c 2%UKA QY-N< N(P2%IXO )-  $9IKG>,< c3 4= GH<H<>-O8- 3L2%I9QY,JGH2IWT/ O  G ZAG LKM-N,^< c3L2I9QY,JGH2%I  7 4AOP  G P @CnFo  D `<¶>O~|jq `G @cnFo  D M O$5u Zo‡Z x aM OC7u Z9| y V t { ‹    O$5u Zj|}{ O$5u Z   G Oaa  P @CnFo  D `<¶>O~|jq `@cnFo  D M O$5u Zo‡Z x aM OC7u Z9| 2{ OC7u Z u   Oaa *2

(120) U ' -0/1,g<  2"7 -i A 4,J-NUKA@%A O8GH-NI8I, 3“M`I  u v  x  v O u v o y pO ) / v | )_Z!Z3 “MIXi2 KK,.G>-NI8,(7 CTA C7K7K<>GRIQ C,.GH2%IOP- <  3L2AJ=UK<>-;OP- ”•N68<H2A -O CI9T/ <¶> ~ CUX792G>IP, O!)bW *ow+ZŠAJ-N< CD ,JGHB-N= -NI, 4U'792GHI8=, O!)FoJw’ZJ(P*2 U ' #~b† K (KUKI'B2%GR/1G>I 4@%- OP=- n-O CI96/ <¶> ~ P { ‹ Ow’Z x { Ogw+Z W { Ow+ZEu OW G "  R Ow+Z *2 ƒ U '  R  Ow+Z(-0/1, ^< &#= C,.AJGRQY- OP-C/ O -N A.G>B -N -0/ &7 4A.,JGH-N<><H-C/ /1-CQY2%I9OP-C=/ 4U 792%GHI8, )  ( *2 -U ' )  47K&7 4A.,JGH-NI8, CU"/1-i@=?-NI8, OP-'OPAJ2GH,J - @ )Fo)lW FD3 4r2=?= ‡- { Ow’Z]',.2U ,.-C/ /1-C/;O -N AJGHB -N -C/(&7 4A.,JGH-N<><H-C/ /1-CQY2%I9OP-C/ K92%A." I -N -0//1UKA ,.2U ,;QY2= 7 QY,MO8- ,“(9UKIKGT3L2AJh= -N =?-NI,z-NI wj(  G |jq  (*V |±q s UKIKGT3L2A.‘= -N =?-NI8, /|UKA,.2%UK, QY2=?&7 QY, OP=- @CnFo  D `<¶> ~ 3 A `@cnNo  D e<¶> ~ ( <H-', M-N 2A -N' =?- BF3;B-O 4I9/  -N , CIP, QY2I8,.G>IPU -?792UKA < ',.2792%<H2@%GH’-j—  7KA.28 OPU GH, /1U 2 SŠG><H<>GHIK@F/1<H-i’` 6 @ 4 Do= 2I8,.A.k-  jU  2ˆI F(n/12UW/ž ( u v  xkj /u x  O u o 6 ZJ34r2%u=?/ =?-<>-c7 ’A.—  28QY-C/J/1U9/ u -C/|,< —  D ’7 3 )/ 3k ' ,.JA 0Ž|-CQY,J2GHAJ-C/QY2%IP,JGHI8UK-C)/ (8-N] , { ~Š E @cnNo  D(K<H-;7KAJ28QY-C/./|U9/ -C/|,< D j7 3 )/ 3H' ,JA 0Ž|-0QY,.2%GHA.-0/ŠQY2%IP,JGHI8UK-C)/ 3Œ4r-CQY9G %Q ’-i' B-< \O -i =?2I9/|,.JA 4,.G>2IjOPU'!, "-N 2A -N' =?- 4 3  nF3 y p. . Žn.

(121) "!w 57' & ['ƒ9O& 13-H9&0 ?C& l 2U9/;/12%=?=?-C/=#CGHI8,.-NICIP,-iIa=?-0/1UKAJ-\OP- =?-N,J,.A.-;-NI 7K<^QY-\UKI ,.-0/1,;7K<HUW/ 7 UKGR/J/!4I8,= U - QY-N<HU G O8U&&7 4A C@JA 4-7 K-\7 -A -C *Q -0 OP-NI8I, 3 E2%GH,  g<  -0/17 %QY-MOP-C/zOPG SnU9/|GH2IW/.A -i -N<H<>-C/‚-NAJ@28OPG^ UK-0/)(KO8-(<>2Gn/1,J4,.G>2IKI&4GHAJ-Oz•( OP-M<H2G9G>IKGH,JG 4<>-l‘( O8-\QY2-6r QYG>E -NIP, OP- O -N A.G>B- T Ogw+Z(9-N, OP- QY2-6r QYG>-NIP,MO8- OPG SnU9/|GH2IX Ow+Z(9*2 U' IT Ow’Zz-C/|,UKIK- 3L2%I9QY,.G>2I K92%-A -N <>GH-NIKI _- (YK92AJM I -N - /1UKAr,.2%UK,zQY2= 7 QY, OP6- <¶>H(-N,=X Ow+Zo-C/1,rUKI -Š3L2I9QY,JGH2%I?QY2%IP,JGHI8UK_- (/|,.AJGRQY,J-N=?-NI8, 792F/1GH,JGHB_- 3“(I"IK2%,.-^ ’—  ( ^< &<>2GŠG>I9OPUKG>,.-?&7 4A\UKIK-'R ,J-N<H<>- OPG SnU9/|GH2I /|UK#A O’Š Og<¶> ‹ JŒ <¶>«Zo$T ZJ3Y“M}I  O82I9QNP  E x p‡ Š O<¶> ‹ Œ <¶>«ZJo$H o[ ’—  oIO’T o6_‘ o X R Z~  Og<¶>«Z

(122) E Og<¶>«Z AO<¶>lŒ <¶> ‹ Z 2*U '  Og<¶>«Zr-C/|,g<  -NI9/1-im= KK<>-MOP-C/3L2%I9QY,.G>2I9M/ K92.A -N <HG>-NIKIK-CŒ/ K92A."I -N -C/M/1UKAM,.2%UK,MQY2= 7 QY,MO8“- <¶>T3 “MI'IK2,J-  E K (K<>-;/12%U9/1DL-C/1&7 QY- OP-  E O8-C/OPG SnU9/|GH2%I9/ B -N AJ7G $*CIP,OP  ’—  | G <HGH= 6OF„V oIO`Ž>€ o d<ŸƒV Z!Z x )  o )  ~ ,“o { )H~ ,=ko o .  9oz IO mZ x  9z O mZEu 2*U ' 6OF„V oIO`މ€ oEdƒŸ V ZZ -C/|,<  -C/|,.G>#= 4,J-NUKA\O8- ) -O 4I9/ <H-X= 28+O -N' <H-j/|, 4,JGR/|,.G UK- 8K (MUKGMB -i A.7G $W-&<>-C/ 7 A.27 A.G -i -, -C #/ -N IK2%I9+Q -N -C6/ 4U O I-  KKUK, OPU7 CA 4@%A C-7 K- 4 (V-N, 5 z Io )m~-,;\O -C /|GH@%IK- ^<  3 4=?G><H<>-OP-0/(<H2%GR/ /|, C,.GH2%IKI CGHA.-0/(OP-0/Š7KA.28QY-0/./1UW/(OP-;<  -C/|7 QY- 8K 3 I -N -NM x OFMNŠG ZAGJILK G ?7KAJ2792/|GH,.G>2I/1UKG>iB 4I8,.-\79-NA.= -N,MOP-\,.-0/1,.-iIA (972%UKA;UKIK-\i2 K9/1-NAJiB 4,.G>2IOP2I M O82I8,<  <H2%G. GHI9O8UKGH,J-;/1UK=A O’Š Og<¶>8‹vŒ <¶>«Zo$T Z47K&7 4A.,JGH-NI8=, '  EK (8g< c86872%!, ’-0' /1-QP  K P  ~ LK QY2I8,.AJ-  P  ~  K.

(123) . E. E. 7 'c ' kK  S3Q??)9*,-*lK % D &qP% Y*ª.'Y*ªm"@#'UL*T#3  {D}JI >2 R $  " cm"-*,L#$J% DY-*^.10 # T3[*,L M ~  E

(124) R [ U*  .10ƒ.1cL@#3'4O?)0D M *,3D O’ЇO<¶> ‹ Œ<¶>«ZJo$TZPR q` 0 M. . . . <HGH= |/ UK– Kœ7 — u v  Ow’Z x snu kno f(' E ˜ 7  “MI`{9w2~ƒ@cnNo  DoŒ{ v Ogw+ZAq a Ogw+Z(* D 7’3 /)(K2*U ' a Ogw+Zr-C/|,< c3L2%I9QY,.G>2IeOP-;A--N 7CA.,JGH,.G>2I O8-a<^ = -C/1UKAJ-XG>IPBi4AJG CIP,J- OP-a<^"OPG SnU9/|GH2I -NAJ@28OPG^ UK-M x OFMNGŠZAGJILK83 †“?CUK,.AJ-a7&4A.,(b{9w ~ @CnFo  Dgo`{  Ow+Z |+c q {  Ogw+ZJ(/12%U9/ ‡  (z*2 U ' )  ~,“3 c 4A O-) $WIKGH,JGH2I OP- E K ({ )Æ~/,“o -wd~ @CnFo  Dgo a Ogw+Z x  { Ow’ZJ3›“MI"Q 2I9QY<>UK,c3 %QYGH<>-N=?-NI8] ,  UK- /1U 7 – KE— E y p { v Ow’Z| {  Ogw+Z |+c q s ( (f ' ˜ /|2U9/l‡3 ” 

(125)  k* “MIQY2I9/|GR*O -i' A.`- ?' IK2U B8- 4U^<  3 C=?GH<><H-lB x 5 OFM G Z GJILK o )`~ , x6D nNo6HW sz@+; OP7 A.28QY-C/J/1U9/M+O t“(AJI9/1,J-NGHI D « <H-NNI K9-CQ ‰ O8-c&7 4A C= -N' ,JA.- )N(KIK2., -  =“ 3 “O!)_Z(PB -N AJ7G $*CIP,z<H-CM/ :M3?†=3 E 3 RSM G x | ) M G RSVvW,R[Z†G Ž8 . . | v. . . . . . . .

(126) FE 2GH, ) / v <g -C/1,JGH=#C,.-NUKA OPU =0,8GH= UK= OP-B8A4G /1-N=AKK<^4I9QY- OP- )N(42%IA“O B2%GHAI(C7CA -I,8-N=?7K<>-_( ‡3 +“3 :UKD ,J2C6N4I8,Œ/H@  4 D[ZHP v v v / y pTO ) | )_ZŒxdOgp  E e K M G R RSV Z  E p  E R e K M G R[Z†G E2%GHH, OaMN!G onNŸ V hŸ pkZrU IK-;Y2 K9/|-NA.iB 4,JGH2%jI 3"“MI'B-NUK,,J-C/1,J-NAŠ<c86P792%,!’-C' /|-QP  K:P OFMNŠG ZŒ~ 5 OaM G Zo ) ~ , x6D nFoW sz@1;Lu “MIjQ  2GR/|GH,H|_P <¶> |+q @CnFo  Dg( •| Ogw+ZŒxI- ,8*7 O!|Tw R Z3 “MI"B -i A.7G $W- 3 %QYGH<>-N=?-NI=, UK-'<H-C“/ 8 6872%!, ’-0' /1-C/\OPU QY2AJ2<>< 4G>A.- 4 3  na/|2I8,B-N A.G5$6-N -C/„3 c 4A Q 2IKD N/ 8-  UK-NI8I, (r<H-'7KA.28Q -C/./|U9/-N=?7 GHA.^G  U - u v  Ow’Zhx y pO{ v Ogw+Z| {  Ogw+Z!ZJo 9{ w ~ @CnFo  Dg(.O 4I9/\<HQ /c*2 U ' g<  i2 K9/1-iA.iB 4,JGH2I 7KAJ24B8GH-iIP, OP-?^<  3 C=?GH<><H-\O8-?7KA.28Q -C/./|U9/B „( QY2%IPB-iA.@- B-NA / U I 7 A.28QY-C/J/1U9/ @P4U9/J/1G>-NIQY2%IP,JGHI8U u / OP- QY2CiB 4A.^G 4I9Q - P { { s / Ow±oZt&Z x s Ow±oZt&Z’|  ) Ow’Z T z OAX a d x  Z9|  ) OUt-ZpT z OAX a d  Z!Z f   { { W  ) Ow’Z  ) OUt-Z NB-CQ ) s Ow±oZt&Z x W  Ž e I- ,8*7 O!)[u R Z  š OUu+Z  š x O\u’ZR u±o wjo"tA~}@cnNo  D f 2*U ' g<  2%}I X792N/ -   š OUu+Z‡xi  v š| O\w&Z- ,P*7 O!| )[w R ZUR w3“(ƒI   Ogw+Z‡x w -N, O B2G>IA ( 7 CA\I- ,8-N=?7K<>_- ( 3“ + 3 : U ,.2CN6 4I8,Œ6/ @ f 4 D[Z(*T x o x f Ž )F3 EG9<  Y2 KW/1-NAJYB C,.G>2I?7KAJ2CBPG>-NIP,5+O  UKI 7KA.28QY-0/./1UW«/ O pgG Z -NA.@%28OPG UK_- (8OP-<>2Gn/1J, 4,JGH2I I 4G>A.-O9z (PjI ;47K7 CA.D ,J-NI CIP,7 %“/ \' < c3 C=?GH<><H-8B I(K,.-N’<  U -c<  -C/|,.G>#= 4,J-NUKA ) / v C7K7K<>G MU A-  #' O pgG ZzQY2I8B-NAJ@-;7KA.-0!/ UK-;/1U A.-ND = -NIP =, OƒQ -?/|-NA '<H- IQ / /1G86i w R RL•z Ow+ZNx shZ( <H- /1U 7KA.-N= UK= /1UKA @cnF(  DzOPU 7 A.28QY-C/J/1U9/ -i=?7KGHAJG UKO u

(127) v  Ogw+Z ow ~ @cnFo  DžZJ(QY2%I9/1G O -N .A -e QY2= =?-7 A.28QY-C/J/1U9/ -NhI pH(,J-NI9O"j7 3 „/ 3)B-iAŒ/ g<  GHFI $WIKgG (r<H2%AŒ!/ UKp q s 3 = -i A.G UK-C/9QYG>DƒO8-C/./|2U9/V=?2%IP,JA.-NI8,V<>-zQY2=?792%A.,.-i=?-NI8,9OPU ,J-C/1, 3 l 2%U9j/ NB2I9/o=?G /-NI G -C/o-C/J!/ 4G / I8UK‘ 2-iUKBPAJ-<H-z,.-C/|Œ, NB-CQUKI -M/1GH= UK^< 4,.G>2I +O  UKI\7 A.28QY-C/J/1U9/=“ 3 =(4-N, IK2U9Œ/ NB2IW/‚Y2 K9/|-NA.B - UK‡I K92I QY2=?D 792%A.,.-i=?-NI8,MOPUa,J-C/1, 3 l 2UW/ < ?NB2IW/ -NIW/1UKG>,.-\=?G /Š-NI2-NUKB8A.A- NB-CQ OP-C/(i2 K9/1-NAJiB 4,.G>2I9/7KAJ2CB-NI 4I8, O8-(=?28*O -N' <H-C/rOP- OPGTSVUW/1GH2%I?7K<>U9/2%U?=?2G>I9/ ŒOPG /1J, 4I8,Œ/ \O8U=?28*O -N' <H-O=“ 3 “(O82I8,Š<H-0/5<>2G /5G>IPiB CA.G CIP,J-C/ %OP=?-N,J,.-NI8,rOP-0/=?2%=?-NI8, +O  2A OPA.-;O8-N-U ,`OƒQY2%I9OPGH,JGH2%I" I -0 QY-C/./ 4G>A.-792U MA UK-g<  -C/1,JGH#= C,.-NU A OPU'#= 8,PD v / G>=U = OP-MBPJA 4GR/|-NA= KK< CI9QY- ) OPU 7 CA 4ˆ= -N' ,.AJ- ) C7K7K<>G MU =-  ;' QY-C/ Y2 K9/|-NA.iB C,.GH2%I9/ŠQ 2I8B-NA.@%-Šj7 3 )/ 37ZJ3 G -C/ /|GH= UK< C,.G>2I9/ 2I8`, -N ., - - SV-0QY,."U -i -CM/ NB-CQ(<H-0/Š7 4JA 4ˆ= -N' ,JA.-C/z/1UKG>iB 4I8,Œ/lP I O 2A OPA.- Ž Z

(128)  7

Références

Documents relatifs

To test whether the vesicular pool of Atat1 promotes the acetyl- ation of -tubulin in MTs, we isolated subcellular fractions from newborn mouse cortices and then assessed

Néanmoins, la dualité des acides (Lewis et Bronsted) est un système dispendieux, dont le recyclage est une opération complexe et par conséquent difficilement applicable à

Cette mutation familiale du gène MME est une substitution d’une base guanine par une base adenine sur le chromosome 3q25.2, ce qui induit un remplacement d’un acide aminé cystéine

En ouvrant cette page avec Netscape composer, vous verrez que le cadre prévu pour accueillir le panoramique a une taille déterminée, choisie par les concepteurs des hyperpaysages

Chaque séance durera deux heures, mais dans la seconde, seule la première heure sera consacrée à l'expérimentation décrite ici ; durant la seconde, les élèves travailleront sur

A time-varying respiratory elastance model is developed with a negative elastic component (E demand ), to describe the driving pressure generated during a patient initiated

The aim of this study was to assess, in three experimental fields representative of the various topoclimatological zones of Luxembourg, the impact of timing of fungicide

Attention to a relation ontology [...] refocuses security discourses to better reflect and appreciate three forms of interconnection that are not sufficiently attended to