A Class of variable metric bundle methods
24
0
0
Texte intégral
(2) INSTITUT NATIONAL DE RECHERCHE EN INFORMATIQUE ET EN AUTOMATIQUE. A Class of Variable Metric Bundle Methods Claude Lemare´chal , Claudia Sagastiza´bal. N˚ 2128 December 1993. PROGRAMME 5 Traitement du signal, automatique et productique. ISSN 0249-6399. apport de recherche. 1994.
(3)
(4)
(5) !"#$%& '$ (# )+*-,/.103254276,/8:2<9 ;>=1,?*@)(*A, .10CBA,EDF, GF,HJIKBMLN,/9 O1,?* P QR<S?QUTWVVXZY\[^]_QJT7`baX>VXdPc QaNRre qJXdfha(gP`bS?QcFR?T7V5ikjT7T7as fCaR<VlT7a`Mm?fX(X>aonQRe fFpJa`Mm?fX t$T7nn3R<Qae X\QXupsXdQJpsXvcxw yzuy?{|[~}$XupJXdVh3XdQxzu?<[~y<nFTWS<Xdg ?S m?R<fF QTW`b>gar`s7+VFXd7gr(j1?(a(R?]_scRX>AQR<XVQVha`bcsf`bXViT7n3`XdXdXcF3TWT7TibgakXrpJeR<c fR?<gcXdXKg! lTlAR<fQ<cFXuTWT7pJQaf ``bT7¢R<¡oc ibR?Xg`VjNeThZXdaXhT7QnC`gp7naUlTWQRra](Xs`bV5T`bgxTWpJVaiTW`bR<XdgcgaQg`R7pxRW£`bn3gXdNfcFn:T7¤kcibeCakT7?nFakT7XrakQe an3`T<pJXfp>pJCiT7R<fQrQJcFe j e `bocibX5X|S`¥TWac/iR agQXdR<e XdQJfFT7pJi3Xl<T§T7Q`M¦TWQc X><ag1XdQ`bcxgUT7aibs¨Xm?T7fFibT7S?gR<`Q`b+asXd(V«aTWR?cFceAR?e Q`bVhgUpJffigTCgNj agsCn3XdXu`bQ_pJ`QT7Xdibgn3XugpJfCa`b`¥<aXuXeVAXdR?QQ©`baR?gufQ\¬nffQaQsnFX>R?QgVX<R?Qª!X<jrXhZpJXR<T<cpdgpK`Xde nXdaQ The X>S<XdcX>QUT7aXn3XdcFTWibakhaXdQV®`¥casX|QXdS?fiT7Q`buTWa`bR<c n3¯R<° `bc ± au²j³xm?´3fF<TWµg`7+Xd¶£(facFR?e/ci¥X$T7ibVS<R?XdQa`bsaRse Vguguj j7pJ<R?TWcQ?`XJT7hCi¥R<X$nVa`¥VXda`bQu`p7T7a`¥R?c1jrV5TWasXdVlT7a`Mp>T7i<nCQR<S?QUTWVV`bcSjrnQRr`¥VlT7i ·¹¸l»Jº ¼J½<¾ »(º ¿(ÀM¼UÁ¢Â<Ã. Unite´ de recherche INRIA Rocquencourt Domaine de Voluceau, Rocquencourt, BP 105, 78153 LE CHESNAY Cedex (France) Te´le´phone : (33 1) 39 63 55 11 – Te´le´copie : (33 1) 39 63 53 30.
(6) " _ %# ' (#$1#$%
(7) d_ 1
(8) ( °/ ° \P1R?fQNV`¥cC`¥Vh`bgXdQ fcXZAR?cFpJa`¥R?cpKR<c <XJXj7cR?fgNnQR<n3R<gR?cgNfcCXpJiT7ggXe T7ibS<R?Q`basCVXdg e XlXdaaka Xn3VXXdk aT7Q`b`gUm?pJfXrT7Xxf Xd gaTrV<Xu`¥pgX nT\Xd cFqJTWR<i¥fC`baQ©X< jNgXdeibR<T7c!cCghe i¥XdX>g\gUm?¢R<fQXdVhibghfCii¥TX>g©ne Xd XcFT7m?ibfF` aTWX g`f+a`bXdi `b(gXaR?fccXl¢R<cFV e! X> g©X>agQf`m?Qfe XhX>gx<TWQQXd `S?T7fiibTrX< Q¦XdQ gXd Xda X>QgR<S?e/QUXT?e Xd¨FR<j3QXrT7`bf Xdc¢¡oT?R<eg`T7enTa Xde/ X XTcFR?+g(R<gUfpg(s Xd`b c VlaQT7Rgre FfP`bibgfR?gc`¥X>g(fcQR<g$aJ<T7T7VQ`VTWcXdac Xdag(fgcR?X$c aAR?T7QcFVhTWfi¥ ibXg"` X>e XdXxgujCm?fFi¥X>T7fgQ`m?+fFXdT7(ib`aa R?Xd c g QeXdTWgcn3g(XupJiaT`¥?Q XdXd gS?fgiR<T7c Qax`¥g XdpJ X<R?VnFTWQ`bXdgu3PT7QxT7`bi bXdfQgrjcR?aQX#Xd afFe Xh`bcFpJibfa$ibXpdT7ge fcXxnX> cFT7ib` aXh e!Xd S$Xd cXd QXd X.
(9)
(10) !#"$#%&' )(* $ +-, "£/C (# 3 N". . ](¤ t7s69`bg8 nFT7¤n3t|Xdj QhpT<s3eT7e/QUT?QXdpJgagX>XdQg`bdXuaesXl c fThVX>iQT?`pdp;:lT7i£3VRr`bc(`bVhs`b`upT7saj`¥R7¢R<cQ©R7TW©c T/=.1<?0Fc>`ba¤ t7XJ¹6<TWj ibfpJR<Xue3V2xnpKfR<ac Xd<g©XJ@!.A<B¢f2xcFT7pJc3a`¥elR?c gR?5VX 4 gFfTWg`S<p(QJT<nCe Q`b`bcFXdc pJ`b!a nCDibXd.Ag(<B2EsX>>=QX<F3# @ I(.A<BaZ2da sG$XxfpJfCQQTWQnX>cna(QR`bT<aXdpQUsTWaXd`bVR<chnibRWR7_ agNsCX©fCT7cFibe S?ibR<X\Q`bVasXdVasjrRae sCguXj?gRhiT<ZJp :hX\3RrQ`b X HFs3hT7g(QXupJpdR<TWVi¥ nafsaXdXr`be Q asXgJT7VnCi¥X£<T7ibfXdgo@.AKL;2£T7cFeMCNLO>FF@.AKL;2_AR<QQPSR zUTVVWV T XZY7asCX ) A1"*[W\1]BN"B VR/e/XdiR71`bg_asXdc N ^ _*.AK2!4`R VlTr3 a @ .AK L 2Zb5cdC L TeKgfhK LAi 4jPZR Uz TVWVV TeXBkEV ¤kVcXdaassX\Re pJf`baga`bccR<S7akR<nQi`bT7R?cfX(gibVXdfasCcCR/gaUme TWl y ibnX 3j .¢l`opgnXdj<XasT7Xc§cCXJXJFT7aoV`banX>ibQUXT7aRWqX j K I_rS` u s `b(goXdT\VV`¥Q`bR7c `bV;g : ` `k>j:Xde/QXdR7gU pJQ^ `b_ F# Xut(e§R7`bZhc Xd<u XdXuQZpKaa`bsCR<`¥c g vwbz<bz(RWxl`ypn2d ¶Nfc3e ibX©VXdasCR/e/gNRNz XdQT|gaUTW`bi `¥>`¥cCSe/Xd `MpKX©3T7gXreR?casX(AR?ib¥R7(`bcS\`bcS?QXue `bXdc agW4 .A1` 2NTgXrm<fCXdcFpJmX a{<D|Bk©RW gaUTW`bi¥`bdXreh`baXdQJT7aXdWg Y .A`b12NVTlRaXde gX>ahi e ^ _XupJg`e s`bR<cfSie(3sX©XdaX>sCcXdQQ`psTlXuceZXdY gaUTW`bi `¥>Xue `baXdQJT7aXhs3T7gFXdX>c!AR?fcFe!T7c3e 7R?Qx(sXdasXdQasX .¢`b¥1` 2pJT`T7gaXuXum?efX>ccFR<pJQX VaN }~|ZkhR7(nFR?g`ba`b?Xe 'X 0Fc`baXV5TWaQ`pJX>ge/ X 0Fc`bcSTgUpdTWiT7Q\nQRe f3pJaTWcFe`¥agxT7ggR7 ª!`bclXZaIsS<`b`bg(<c X£fnFVhcTWnFR73 X>XdWQ Q4TR7pJ1ibR?e g` Xz:X>e QXdXdgJc pJa(Q`bT7nna`bnR<QcRT?R7pFsCR?XdcgNXosFRWTrF?aX(sCFXdVXdX>cj>cFe T7XdV<X>Xdi¥ibR?nFaXrsCeX T<]p>epJ {R<{QJde `bcS\AaR<RxQVasjdX(T7sC3`MpR7sx<XZZnX(QpJ`bcFR<pKc`¥gnC`i¥e X>XdguQ .A1` 2OI N"$$U{ K(`bgpJR<VnfaXuelT7g(asCX©V`bc`bVh`¥>XdQNR7asX|nFXdc3T7ib` dXueVRe Xdi N ^ _*.AKU2Sb c} | .AKfh< | 2T Kf?< |3i V .UWz 2 .A`b12OI " 1"BN$ e{W | 4 R%@ .A< | 2Sf N ^ _.AK 2Of c)} | .AK fh< | 2T K fh< |3i pVJR?X>caaXdQjQ R?i¥g(a>sX\nAD fTun z el7FT7aX>X©`¥cCRWS p<DsC|5R<gTWX>cFc1e j3 7oR?QoX\an3sXdX\QkAXdR?cQQV `MpsasVXxXde c X>aogURWpJXdc ^a\_ aX> lga R?QX\gn3XupJ` 0:p>T7ib jgT 0XuenFT7QJTr @ .AK 2E Z . <3|B2Sf/ | V .¹Uy 2 ¤¢:<! X>n.¹ya 2Z0sR<Xuie e j grj ZaXsXdgclXda ZKNXx_rSgX>sgja R< | K rS sQTWRcF e KN_X rS`¥sxg\R5`bcFK pJQXuY T7gXuTWe!cFe !XlT7Uz QY3Xx`bc `bcFgpJR<QVXuT7XxgXu`belV nQR7z?<3XueGa?sXdXdQQg(`¥R?`¥cggX .¢gXd`¥Xg a C s X J p < R C c g `. e d X J Q 7 T a b ` ? R c ( g b ` yFXdibR7j2>jT7c5T?ee `ba`bR?cFT7i aXdga(`bg(V5T?e X3XJAR?QXx`bcFpKQXuTWg`bcSX c .¢`b¥1` 2](sXpsR?`pJXdg(R7NasX " NM1"#[ aN} | kxS?`b<XdcgR¹TWQ(`¥casX|i¥`baXdQUTWafQXTWQUX 4 TW} c |TW ga¤dQUjT?T7pJg(a`bgc Xum?l {{fnXdj cFpJX?j:TWg(`b?c lbzrp nj } | R | ¤dj(`bassXdfQ`¥ga`p\QfibXdgZAR<QpKR<VnCfa`bc S | Y gXdX l p nZj lbzupY n !UW .
(11) N3$ NW '(*jN3$N [U U N laNnRh1afC$I sgXxc`bcfCX>Sgn:gaeX>sTWcX\aaXd`gT7g$RWiCfp>AgXuT7XrT7ibeaXufe QX( lRWu R?:sQR?R<XufQ TWQf lb¢zn¡oopQnX>R< ggXd`MeCc Txa(e QXdXdS<<fX>i¥iR?TWnQ`bVuT7X>ac`bR<acpJR<. cClbzug`bypgnajgolbzrRWp:ndT\2pY m<of3XxT7gTW`i¥g(RxXdnF(TrahR<cgR<fVn eX\T7T7aaX(aXdR7c a}~`bR?c| gZi¥`bXxS?sg](aJasCT7ibaXXxcS?aXJXdscXaZXdQJT7gT7XuibibS<pK` R?ad`bXuQR<`be§acs`b`¥Vvc g(e aTWsCXdcF?XeR<gaS<X>Xu`bceh<gX\aXRgR?aasFVsT7X©X$a lR7ZNR?X `bQaXuT?g(TWe Ff VTW¢¡og`ba\`R<p$gg`MnX>eCVQT\R?`nF¹Qn3XdXdS?QR<afg`b`biXdaT7gr`bQ<F`¥Xhr¤kc~T7e aX
(12) `bR?0Fhc cCo<Y `¥aXxZXlX(pJV5R?QcXrT7gpda`T7Qe ib`1X>pJQXdT$ggAR?X>} V | X\QXdm<g](f3fsT7ibaXdggr`c j +Xd(aR?clAR<QVhfiT7X<jW(s`pslXJnibR?`¥aZakZRn3R<gg`bibXx`e XuTWgW4 ¬Tx`¥gQVgarR jR<ZaXshpAsfCR cFR<pJgaXh`bR?c1Thj VcFT7R7V<X$Xd`¥ibca< sXxT7cFQeXdS<ZfiXTWQpJ`bR?uVT7an`bR<fc aXx ^ a_ sCXpJR<pJVR<Q`bQcXdSxgnFR<R?fCcFaoe RW`bxcSlJ. zWV>2 R7?X`bclasXS<QJT<e `bXdc a(RW `b u c XupJl< R?cF`bgZe aj3sTXdc ¦QXdpJR<?VXdQgJnT7fiba¨hXreh`e aXuRhT|X>ggaUaTW`bQVlag(T7AaQX$R<aV sXT|pJVfQR7<?TWX(af`¥cQXxasR7X\aS?sQUX\T<e/gV`¥X>cR a(R<agsnFXdT<cpKXuXUeFY TR?<pJR<qJXuQpJQXda`¥g?nFX\R?cFAfe c3`bcpJaS`bR<VcR7 <X. ](QXdsiT7X$aXriT7elga£aRhako`bVR\gnCXri¥pJX>aVh`bR<XdcCc g aUT7TWag`bgR<X>chgg(T7acFsCelX©pJT7R?nCcn?QXdR QT<S?pXds1cFj7pJX|as`¥XdghgfgX>sCguR7 asFT7a£asX$gXupJR?cFeh`e XrT\sFT7g£gXd?XdQUTWi VXdQ`¥ag. $ v% ! 1 $k `b?XdcTxgXdV`knFR?g`ba`b<X\e X 0FcC`¥aX\V5T7aQ`} j oXxe XdcCR<aX| ~. <2!4`R `bc Z aZ. KU2 b c} .AKgfh<2pTeKf < i k .¹U2 a`bc sXaspKXhR<Qm?QXdfFgT<n3e R<QJc3T7e a`M`bp|cSn3Xd lQaR<fQQXuFT7TWf a¢`b¡oR<c!R?g`e eXdTn3T7QQX>aS<g\fiAT7QR<Q`bV®uT7aa`¥sCR?XcpJR7iTWogTg`ApdfTWcFipJAaQU`bTWR<VcXdZ3R<I$QJ::i¥bjCR7(f`ba\cShZTXge sX>R7S<XdcX>asFQUT7T7aa$Xa}sX XdggXd+c aR<`MaJTWT7iaQ`bR?XdgcFfT7ibibag©j>pKR<ibcFRpJ;p X>:QcibXd`bcaaShXdQag sE`bg(jQXd hS?jfhiT7jQ`bVuVTWVAa(`bR<`bci 3pdTWX\clfFgXuX\eQX>aRnQe/RXde gfF`bS<pKc3Xue T7a X$asX$QXdS?fiT7Q`¥>Xueh?XdQg`¥R?cg RW R?<qJXupJaggfFps TWg 1j31Dj CFBj VWVV °´37° ! ' 1" .kU 2 m W $ N"#"{'j
(13) #" ' A "%$ & ')(d
(14) e R?* V !+ ,¤kV } R.0 -- ) (*(3p"" ~~.A.A<B<B2O23R25ff)//
(15)
(16) W N N11 << $QN"B$ gm e "%"N j
(17) #" ' N" $U54" $ & d ')(d
(18) e R?V*!+ ,¤kV }1R.. " )(*76O(* M
(19) ¤ Et 6 $ g '# {p & 1 'N"$ $Up" { M98 };: (3!]Dpp3$U {\;1"%"N WM
(20) } $=<S(*M$N3ND]e
(21) .kU 2 V`¥c lE + .C#2Sf cdCT < i b F } : CBT;C#G;nZR f~. <2 .H 2 >@?A BDC (3 "DHI3gW N N" M.A<B2 $<S(3W NU " W !1" .kU 2 q )(*p" JM. <2OR F! + .KM. <2J2, l`<%fh} : M. <2BbMLX>Q }n3Y .¹UY 2 6O(3" Q`7e R< V !+ ,¤kV }NRO0 - ! N6O(*p" !]* P8(3e$eEO (#jW' x g"B N"pj]D K8 &
(22) W N Nd < 'Q$ . RTSQURHV.
(23)
(24) !#"$#%&' )(* $. Y. WRpJR?j nF WUX| ¤
(25) w( ](`¥yasCslhRX\a7sAqfXxcFl`y{pdpKnTWaT
(26) g`b R<X c~`bg . pK<R<`b2Ogc R <asXJf Xx/`b.¢#c `¥c 0F Vh<B2fCY V T7ibRWgRoT~A.Af<Bc32(pJa`bgx`bR<pJclibXuaTWsFQT7iba$`¥ g1qKbR<`b/c aib.¢R<pJR<Qxc T7?ibXJ<B2$`¥c~f. < a\T ZKU2pXYFsF`bclTr? Xx`bXda R pJTWR?QXxc <¬CQXJXdR< gQ n30AXufpJcFaXu`¥pKe ?aXd`b<R<ib~jce/gr.AXdj gcX>R<XR<cCaXhX\FR7T7( VaKsnXd8ibVXjv `bg b.Az?KU0F¥2Zz?cCa`¥x`saXXbc R?X><<l`ypXdqJnQXuj pJ¤o(a`b`b<sCg(X(XdaQ¢sCX<fX©cF`b](pJcFasCe/`¥R?X5`Mp>cT7pJ`bR?ac R?cuQZqJ.¹fAS f2T7Y?cFa`bpKaNX>agx`b`bR<goR7ca(2saXsgX>fgXVvakR7Z1RakZAfRcFpJpKibaR?`bR<gXuce g + .)C 2ZT7cF e c1CBTe< i b F } : CTJC%Gb!¤ A BDC .C#2ZT (s`pslsFTr<X\QXdgn3XupJa`¥?XdiblasXxgf e ` z:XdQXdc a`T7ibg F! + .)C 2NTWcFme a{<b } : C3kQb L$XdQ }V .AyU2 I\pdpJR<QJe `bcSaR](sCXdR<QXdV v y C yR7x l`ypnasX\`b#c 0FVlT7iFpJR?c <R<ibfa`bR<c + . 2R `bc lE + .)C 2Sbc Ef CT < i b F } : .
(27) !f C#2T Ef C G b!¤ A BDC . 7f C#2)n > `bfgo~Tx. pK<i¥R?2pgY1XuaeR5pJgJR<Trc ?XJas3T7¢faxcFapJsa`b`¥gxR?c1c j7f(VhsF`X>pQsh`b`bgxgNacsCR?X©ga pJbR?/cuqJf`bS g©T7aaX(RlRWgU TrZ?a¤ksFaTWAa©R?i¥absR7Xd(QgX`¥`bchgxn3gT7R?QVa` X pJfC/iT7> QNae sFR<T7V a !++.¹gfF2pR s asFT7a+R7 f .HC#2d>ljC¤knV QXu}pK`¥gY@Xdib.A`12ojrqJTWfcFge&a(XJ.A`b1n2oQTWXdQgX\gXdng\QaR7s<XxXue QX>iMTWa`bR<c +.¹U 2OR f~.A<B2YCR<gXdQ `bcShas3T7ja };:`bgTWc `bgR?V¬R?`bcFQnTWsi¥b`b gj V asR?XhclnC¤kQV `bV5} TWi j gaR<sCibXxfa`b`b#c R<0FcVhgfXdaV JM`bg . <TW2+aaJ`¥T7g `bcFXuel+T7.¹Ua2pT|Y3fc`](m?fsDX XdR<MQXd. V <2> v$¤d Fbz\R7l y{njFas`bg\`¥g%.¹Y2d g+fcF:e e/Xd` Qz XdTQXdgc fa`b`aJT7T7ibgib`bX5~c m?.AfFyTW2d ib` ](0 pdsT7X>ac5`¥R?ac sXxT7gR?gnfaV`bV5nTWa`bibR<`¥akc!xgpJfFR?pcFs e `bT7a`bgR?c as% R?g>XlFgaJT7+a.TXrMZe .ATe<BF2;2£+S<.`bC#<2X>g `¥gasCX5gfV&RWasX % >F + .KM. <2J2Sfh<qb } : .A<B2Zb L$XdZQ } Y as`bg1qJfga(XK/nCQXdggXdgxasX\cR<cCXdVna`bcXdgg(RWQ .kUY 2d ¡o} R?jCgI$`efVTaR?QcCcXdS?R<Sofa(R?iR<aT7scQX>`buaQ_TWsaaXxs`bR<`bn3cSc T7S<4Qgr0Fajd`capJs`bfa`biXdg_T7cCQ(QXdXdg<ggxTWfCi¥i¥RWfCaoX©QaXdRWsC<QXxXu<1TW<ib3T7g_¬ibT7ffc|X Qa`¥?VsX>.AnFQ<BVR?2QR?aJe T7QXdX<c n3jCa Xd(ncFQse/R?Xdg©nFcR?X>Qcakibxl`¥g$RWR<nF/cR?R?ibfasQ\sCXx¦XuXJe S<QUX>aTWR<XdiVcF.¢e X>aXuasQe/Xxl¨R?RW c ibR<5 QXrpdT7T7TWc3f geX RWnFTWQ`¥ac `MapKXdfQiXdT7gjQ a<aR f g 2djXJ`¥gaXdc3pJXlR7TpdT7c3e `eT7aX K >JM.A<B2\`bhc .JWz 2xTWibgRe R Xdg|cR<ae/XdnFX>cFe!R?c!asX ° !C ]U]3 W= (3 (3$N3Ep N" M. <2 = "{1
(28) '[U )(*p 6 (h~# A`]B p )^ (*{> L$XdQ }
(29) )(*M e "# A N1"* Cm>W %¤kV )(*{} $<S(# "# )(* E )(*pe%p )(* ^ p"> F !+N.TeM ).A(*<Bp2; 2 * 'N( R ^ f <b };: M.A<B23b ^ K^ 4`R<gf };: M. <2Bf ^ > JM. <2 )(*{ Q )(*76O(* JM.A<B2 )(*M W $ e "%"N W' JM.A<B2OR aNK R <Mfh} : M. <2Sf 4 > L$XdQZ} "$ @.AK2E @. K#^ 2'k V ª!X$cR7 psCXupJ: as3T7a(asCXxoX>i¥ : cR7(cQXdS<fiTWQ`bakhnQR?nFX>Qa`bXdg$R7 TWQX\nQXdgXdQ<Xue . !UW . .AoU 2.
(30) N3$ NW '(*jN3$N [U U N y. °´37°. k. g '#% (3
(31) N1 < Q )(*Md"94M d" . U2 { ;N1"Be$ "W NM" "]3 T8mW JM. <2 $ <S(*p" )(*M N"%"N !
(32) #" ' A) N" (3{ 71 < M[NeU$p"# [N "{p" 98 ~ . <2OROM .A<B2OR} . <MfhKU2pT
(33) W NWp e98 KM> JM. <2ZT . U2 O6 (3 .A<B2 p PN" . 2 $ # )(*p Ne O`]3W '( N"%$& eE]Be pW 8@*
(34) N N1 < s T<. ¹{. ~. <Zse2Sf ~.A< 2 z c ?.A<@se2Sf
(35) ~.A< 2T <@sfh< i T .¹U2 6O(3 (3 N [U'e ![Up"%"{ 3M
(36) } $ W
(37) }R?na. `b<mV5f TW+i KcFKh2de jTWXdccFQRe asV5XoTWg>aUaaTWLXdaQ\XuX>eQs} R7pJR<9c3je ZK `bX\a`b`bgR<sFcpTrsgr<jR?X gXdR?c§QR<`bibc!T7aQsjXhw$R?¤dn 3a`bYV5 NTWRWi1 gXdl ypanFJpdTW.Acx<B32d X ](TWsnX>nc!ib` Xufe gdX&¤ka.AoUS<2p`b<43X>AgR?Qx g~fFp. s <2OTWR c } .AKgfh<2OR5} .A<Mf } : M.A<B2Zb fh<B2O.R M. <2@V $I gZAR<Q(asX `bngJpsC`¥a\nQR?nFXdQakjC`ba(`¥gZXdggXdc a`TWi¥bnQR7?Xue`¥cl](sX>R<QX>V v 3 bz(R7!l`ypn ° !C (3" (3])e 6W "
(38) #" " N^ _ (3me[{#N W $ "{ 3 O^ _#.A< | 2 d" & 'je{1P8 j]BU ; $@"Wg )(* W N A "
(39) I3U$e{ A ]Be Upp $3 ]3N p#N K N" 9"Np"= W pp"# p ; $ |
(40) W$ N7@e ; Up )( 1
(41) K Q8% e ! 'W N"* O Q ; qp $ P "N"WU%p]e ;W M (3 W {"p]BMe N U"Bp p N "* W )(*Q]3]3 N P 8(3p 7$Ne ; %"h (3$Uq5 4 p"# $ep"#8 < & 'Q$ ]B]Bee NN 11(*NNp"!B]3]3} N N1d"#"# q
(42) ]3
(43) < 7 "N"{ $ p $$ p 4 "B"3 ; ; ;e$
(44) $ M6 (38 ( & ).AW(*<B N2 $ p <S N(3 " 1m"#p[W]'\13 ]$UJMN{" .A M<B2<D| WrSe$$s 3 R e'^ K $ ) N(*%?pe 'd(3
(45) Wd%"# N[{ [p ;" N]p" e]* NdW $~
(46) ) )(*(* $" {[U p{" A) N "~ ; j} [W(6Q A%8 <D | A1d1 ]W M A ) (* 1"" ]3 ;N N p " # N.A<B2 E
(47) W" N[{Ne '"h )qW )(*% A N9 8 ]3_ N1"* j1" "$MJM ).A(*<B 2 $S
(48) #"q ' ' A A3 1" P 8@E$ (# } 1"BN1 8@ 6Q e1O )(*{ H 1" )(* p{e N N\ $~e[N N p{ A) N" 1"D1 'd"#[ ]B
(49) Ipe 5 "{D
(50) 6Op(#"# '( ; ~M'd1j"31]BM $ 1"#[ )( ] ]3'K 8 = N"#Wp9 "Ne$ 6O(*p" } 1"#[N#N 6E NM )(* . 1 #( N"
(51) /'$ $N N/' ¤k`bc caaQsR/`be/gfFgpJXuXpJag`bR<R<VcX\oXoR7opKR<`bacFg$pJQnXdQaR?`bnFdX(X>Qaas`bXdXZgrn1Q¶£`bcF=pJ`b} nibrXdgR&XJnF% R? g.AXu}5e`bTcM' T7(Uz<2+dª!oXxX£gVaUTWXuaT7X(cT(TWgJcpsCfXdn V5eTWT7aa`XupNeT7VlibS?R<T7Qa`bQa`sVfgT7`bc3ceS Xu3}^m?XxfFnT7TWc3QaR<`behR<n3c akR<ZQ} aR©`bR<?r cFXu'TWpJai R,R<aQRhg)(Ca 'sCª!X©T7cFXx`e e (X>(Dc`biY7a `b¢akR<T?hQNpJaV5XJf3FT7T7TWibaVQ `1npKibj<R<X(c¦ sCg(`M`¥e/ibnCX$Xd¨xQ\asV5akXxoTrRlg\Xu<3pJR?T7X©cFQT$`elT7Ac (R?aQg`bVhi YF`bffcigT+XasFT|%XT7gA0FfXuQehib3gauR?V5j chTW} aasQr `X 1`bIg3`bVn3\+* R<g9Xu6el aR" 3 ;- /3]4´F3 0¢@ & ("32 1 W "@'Q$ O(* W >nA3 TrUz lTe<5 >5¤ !t 6 $U K5!R5<65Te} 5ER ¤ TemRXMR $ . "!. RTSQURHV.
(52)
(53) !#"$#%&' )(* $ o. 3 ;] M& Q N] { A) N" .A<D|32 $ $ O W N {" .
(54) (3 "$N$ ; 'Q$ (1
(55) )(*ge ; ]]1"*[ p ;p N" " EW 4Q $@%4"$ K R .JzuU2 K > $I QS?V`bcZl ^ _ . KU2Sb c}~|Z. Kfh<D|*2pTeKgf?<D| i n3T "$ j]BU ; | R |_ 4`R @.A< | 2Of N^ _#. K 2Sf c)} | .AK f?< | 2T K f/< |3i V .Jz<zW2 3 ;] & 'p p"# )\ e ;]'Q$ (d
(56) @.AK 2 Z. <3|Z2Df | )(*p" W]3$U{ <3| rSs RK $O(3 W {pq K6Q 7]3 N1"# ) "$ N"$m p& W $ %" "{'!
(57) #" " e j]B g (3 e' ]* "$N1"*[$N3N@W N N"* . 2 ""$$d". 2
(58) We $ ' W ' 4`R f "$ (4`R . 2@f M. 2 ]*$ ; } | rSsQR % .A} | T 'ST (2 3 ;] & *q#1`\ ; ] 'Q$ ' KN_rSsQRK 1" pe W X $ W '] ; $ aJT7a`b¶£R?c5XJAR?`bgQgXfXdggaJT74 Qa`bcSlasXasX>R<QX>a`pdT7i£gaf3e R7Zas`bg©TWibS<R<Q`basV j i¥X>afg\VX>ca`bR<clgR?VXx`bVnCi¥X>VXdc A. `12 ](sTWXc5TWXKF/R7nC?i¥`X©pJ`be aZX>ggUapJR<Qn`¥nCna`b`bcR<ShcacCXdXdga%S<ibA.Xu(pJasg`pc sfVpdT7XdclQ`fpdTWgXiFaU. Xuz ps£2 cF`pdX>T7i¥R7ib` ja`b>2Xdjg(gfFpsT7g4 TWc5X>iMTWFR?QUTWaXxpsR<`pJXxRW_asX\`¥cC`¥a`T7i3V5T7aQ`1j TWc TWS<S?QXdS T7a`bR?cVXrps3T7c`bgV aRTr<R<`egaR?Q`bcSasX|(sR<ibXCfcFe ibX\(sXdc X 3XupJR?VXdg(iT7QS<X<j TlgJTrAX>S<fFTWQUeaRnQXd<X>cahTr! : TWQUep>T7cFe `eTWaXdgrj1g`bcFpJXasXm?fFT<e/QUT7a`pxnQR<ibXdV `bc u aXdn z VlTr5s3Tr<XhcRlgR?ibfa`bR<c .AK ¦UTWa©`bc#03c`bak¨#2Y asXhXdcFeER7(as`bgxgXupJa`¥R?c!gfS?S<XdgaghTln3R<gg`bibX. gJª!TrAXlXdS?(fF`bT7i oQJe g`bXdcXShaas3XrT7pausCj cA`m<R<fCQX<X 5pJ`bXdc3pJj£gR?VXgR<QahR7©ib` cXJkgXrT7QUps gsR<fCiMe§3Xl`¥cCgXdQaXue 3XJAR?QX ibR R<n`bcSaRasXcXK/ah`baXdQUTWa`bR<c Y `¥a`bgx`bc!as`bggXdcCgXlasFTWaasX5TWFR7?X5e X>gUpJQ`¥nCa`bR<c§`¥gR<cCi¥ J g p C s d X 5 V W T a ` 7 p .A`b12](`bsi `bX\a`bV5Xdg£TWAaR<QQ ` . fT n:eCT
(59) T7BaX\2(`bT7c cFeu/aakXdonRhy|n3(R<g`¥ibg3`bF`bX\i `¥aXJ`bXdngNi¢TWR<`¥QZcCXuaehsX\`bc¢R< QVh3fCXdiMibT$R7 gY Vho3X$R<(ib` d`bi¥Xu epJR? c!g`¦ e (XdnCQ(¨FakZ RnFR?gg` .¢`b¥1` 2 ( R<`bgc3X\pJm<XdQf3cCT<`¥e cCQJST7aa`sp7XjW aXJsX$`bgR<aXd<cFqJXupJX\pKaRW`b<1X+gR<AfibfcFapJ`baR<`bcR<gNchasFR TW.JgozuT\ 2dVj?o`bcX(`bVQXufpdV%T7ib nFsR?X>`¥c QX©a`T|_QT7X>cFgefibR?aZcR7ibQxl `pY :n;`b4<aN3`bXdgN`bc3SxR<fCncF`bXue pKXuXJe ApdQTWR<c5V 33XxXdnFibR7TWxQaW `MIpKfie T7X>QaU`bT7d`bXri eXuecCT7R7c goaRhX>Q_R?afR\Q(ansQ`bX>ggXJXdc `ba\gagX>`bcFaf3pJT7X©am?`bR?fc X>g4 a`bR?c(T7gS<`b<Xdc`bcx](sXdR?QXdV z<jr(s`ps \7 ´
(60) £´: 0A 0´ 1 q ;pe " .AOT X32 j (3 e "%"N (##1x
(61) M (3 '3[NeU$p"# C#sTWVVWV TJCU_ "$ , L$XdQ } | RO0 - $ <S(*p" .UzrU 2 (*p N"
(62) )(*
(63) W N K R< | f?} | : .A< | 2Sb ^ _ .JzuUy 2 6 ( ^ _ > LX>Q }~| "$ M.A<D|32 > F ^ _ .AK 2 [{ "Np" 98 .H#2 $ <S(3
(64) N1 61"*[ep{ A "#j(3 N$ |_ R F .A<D|*2pTe} | : M. <3|32 G b |_ .JzuU 2 6 ( |_ 4 R%@ .A<D|2Sf ^ _ .AK 2Sf F .A<D|*2pTe} | : M.A<D|32 G !UW .
(65) {. N3$ NW '(*jN3$N [U U N. "$@Z
(66) W N 1 K>l¤ t76 @.AKU2 Z. < | 2Sb c M.A< | 2T Kfh< |3i f _ V .Jz9 2 | W
(67) +gXh]( sXdR?QXdV zh(`bas R ^ _ T7cFe~} R }~|^ 1¬`¥QgaxRW T7ibkj3asXe/R<V5TW`bcR7j. ^ _ 2 +h`bg\asX pJ R?c , <L$XJ!XdQZs } fib R 0 -R7j (asasCXxXhR<nCgfa`bV5S?QUTWT?iFe <`bTWXdi¥c fCaXg `bCNc~L(.¹VlU2ZTN: `bg\`bcT%Sh0Ffcn `baX\ _ c f.AgVhXdXh3XdAQR?QxT7cFXJeFT7j VFXunp>ibT7Xf;gvX C^ _ 5``bgbc Tn3l`ypR<nd2>ib sª Xue sQJX>T7c i Ak. fCYUcFd2 CpJa]`bR?Rc1R?jFTWaUc5TW`¥R?clnaas`bVlX$AT7R<i3QgV R<ibfJ. azu`bUR<Z2 cRWK | XJj`bngaibfgWYS`baasgX|XJ<nT7QibfXdgX g`¥J. R?zuc yZ2 .UzrR7yU2$K pJR<`¥Vc aXdR gZU. Az<QR?zVv(2 T7acFsCeXfpgsFX|T7QJasT<pJXxaXdnCQQ`bR<un3TWaXd`bQR<akc } | : ¬ ^ `bcF_TW%R i¥bXJnQX>gg\asFTWaM.A< | 2 > F N^ _*.AK 24?AR?QT7ib >5¤ t76j ; ^ ^ @. 2 _ . 2 _ .AK 2Zb5Hc M. <3|32pT f K i TWcFenFXdQAR<QV gR<VXgaQUTW`¥S?s akAR?Q(T7QUeT7ibS<X>QUTW`Mp$VlT7c`bnfiTWa`bR<cgaRhR<aJT7`bcJ. z9 >2 g.¢f(sg$G `Xrpm<s fCgXdpJXdQR<c ?QaXQXd`bgaanFsFXdR?QJT7T7cFarajZe `bR?gx(c1asjoR XdTWc Ng^ _haibssFR<XcTr S XJ`bcT7`bShgg aTXd} cFVpJX `b`bcgpJ`bVhcCR?cFR<fae V `bafC`bn3n:R?R<ec `bTWc aaeXu2>e j, (as¤k¤kV Xxc XJ} asC`bXgaR 0 XdnFcFT7-pJQXhas`pJpJR?fR<ic3ie TWe guQ5jZ`bapd`b`bR<ahTWclgsX sR<(iR?e iMsge/Xdg©cAR<T7Qha( X>X>><<XdXdQQ gfgª!Xrm<X$fCQXdXuc p>a©T7ib`b aXdaQUsFTWTWaa(`bR<ac1sX\gf:e/` z XdQXdc a`T7i RW_asCX©VlTr ¢AfcFpJa`bR<c N^ |_ `¥gZasCXpKR<c <XJls fibFRW_asCXT?pJa`b?X gfS<QJT<e `bXdc agjCNLJ ¤kc5R?asX>Q(oR?QUe grj AR?Q(gR<VXgXda(R7opJR?c?XJ5VhfCi¥a`bnib`¥X>QgSLUj M. < | 2 R L L C L (sXdQX .JzuYU2
(68) _ 4 R a{P R zUTVVWVJTeXm<4 @.AKL;2 ? b c1CNL TeK fhKL i R ^ _ . K 2'kQV ° !C 1 %ª sXdcOM.A<D|352 TWcFe |_ T7QX3R<aspJibR<gXaR CjjJ. z9#2hgsCR7(g5asFT7a <3 | gUT7a`bg F0 XdgTWc TW |_nnaQRRrh`bV5T7cFTWeaX$aRR<nTra<`¥R?Vl`e!T7ib` ¦akixTWQnS<QX>R<¨n3VlXdQakT7 a3Q`¤kpJc5Xdg! }~`bXd 1| RWx.Jzu2djasXTW`¥V R7NasXhT7ibS?R<Q`basV `¥g$as fg$aRAR?QUpJ X ](sCX©cCXJa(QXdgfiba`bg(VR?a`b<T7aXue hasXx`bc aQRe fFpJa`¥R?cRW gXdV`e X F0 cC`¥aXVlT7aQ`pJXdgu N° ! jM p W $M e %" "N
(69) #" ' A) N%" $!(1
(70)
(71) U
(72) W EW N <@sWT < )(*peje C L >=!F ~.A< L 2T P R zUT y 3 '( )(* cC#sOf C T <ZsOfh< i R%!T .JzWyU2 )(*"p$ " '= $ jjpe+ p "# A")Up " )(*EW[N$ p"# l`<ZsWT < n N"B$ !F j N"# ;N"# Q " n<ZsTe< l $(d
(73) & 4"D '\ "NN 3 $ C#sQRC W
(74) ]NTN?: Xg< 4`R <@sb . < f?<@s'Z2 (`bas~>hl 3rT z n;7Y (Q`¥aX\asXxgfS?QUT<e/`¥X>ca(`bcXrm<f3T7ib` a`bXdg ~. <2 ~.A< s 2 b cdC s T 6< Ef < s i ~. <2 ~.A< 2SfhU. z7 f O2ZcdC NTe< fh< s i TWcFeR<aJT7`bc 5pKR<c <XJpJR<VhC`¥c3T7a`bR?c1j7fg`¥cCS U. zWyd2 j ~. <2 5.UzE f O2 ~. < s 2Zb ~. 6< 2@V RTSQURHV.
(75)
(76) !#"$#%&' )(* $. . u `bcFpKXxasXxpJR?c <XJ`bakRWU S<`b<X>goasXpJR?c?XdQgXx`bcXum?fFTWi¥`bakZT
(77) `¥gT cX\R<c~l < s T <6en asFT7ar+j R7AxR?Q j3TWQcXdg aQ< `pJ a4 RasC< Xs T7b 3R7 < X.A< EfhaRm< nAs 32ZTr(zUl `baT7s c3e aJ>TN:<nAXMDTuC~zl¥> j F!~. <2> ](sXdc!asXT c`baklR7VXuTWcg ~.A< 2O R ~. <2Zbc1CT < f?< i V I\ee `ba`bR<c3T7ib jr¢R<QT7ib j ? . 2 ~. <2Zbc1CBT f?< i RO~. < 2Zb5c1CBT f < i f QT (XdgsaUTWX>QX ib`¥gsXu4`R elib~`:<. X>< ( `¥2 gX<*f j XJ~F. p<sF2T7cCf S<`bcdcCST < <fhT7cF< e i < Rv C ](s fg F ~. <2 F!~. < 2Y asXR<asXdQx`bcFpJibfg`bR<c `¥g asXx¬Xu`bm?cFfFTWTWi¥i¥b`b akj ` a~sCX. <pJ2OR<c R <XK !~Af.A<cFpJ2Za`bXKR</c aXd cFe g$`¥gaRhe `a:z sXdX\QXdXdc cFae `T7n3CR<i¥`bX?c j1agj`bax< `bsgT7pJc3R?c ea`b<c <f R<fgib e `z XdQX>ca`T7ibXT7c3 e . ga`¥XucCpS<sª!fci`XhT7m?QrfpJj3X!R?acFs`bpJgXibfFaR<e sC<XhXdqJQXraXJpJs¢aR<`b`bgx<QX X|gXuAT?pKfe ac3`b R<pJ`bc§agU`bT7R<(Cci¥`¥X?a`¥s c/t$T.UzuT7Zas2(R<XdQJVlQe!TrapJhsFR<T7cFFc%pKXXdibfQRcc T?`bFce R?S`bcfS!acFse aXlXrselpJX!R<AVQe R<`nT7V®S?fR<aU3TWcFXdaTWib`bR7iR< cRWY3R7gj } R<KV| X\jZ1ª ogUTrX¢sXdXdnS<hc QfFXJTW¢} QUXde Q| `bca`¥SR g An3QXdR<QV afQasXxasCpJfCXQ¢QfX>cFca$pJag`¥R?aJT7c N`b^i _`bakaXdVpJXdnFc aR?XdQUQrT7 Q`bi¥ jqJfCgaaRhXdib` V`bcFT7aXpdT7c3e `eT7aXdg(asFTWaT7QXxiT7aJT7c aibaR R¹T7Q pd TW cl° aU/ NT _:?X$C<AR<µ Q(0 XJF/TW £V°/n@ ib X 0 _° u/fnn3R<gXT7clXdga`bV5T7aXuelibR7ZXdQ(FR?fcFeAR?Q©@ .A<D| rSs 2(`bgT7a$sFT7cF@e YZX 4`R @ .A< | 2f @ .A<D| : s 2S f Z . <3|B2 V .JWz oU2 ](assXxX>cn3XdaQsCaXfQpJ3R<Xuce gaUVTWcRa e AX>fiFcF`bpJg(a3`bR<R<chfcFR7 e/Xu<eT7ibfAQX R<V pdT7FchXdib3R7 X©TWT7ncFnFeX>cFXJe `bXugeaXdacFR\pJXasR7X\NT mT .Acn3X£XdQAaffc3QpJ3aXu`bR<3e cC2gNnV5QRrT :`b`bV5cS$TWifnFn R?N`b^c_#a Y `bg(S<¤¢f3(T7QUasCTWc XhagUXdTrXu¢e Xd S<fFTWQUe `bgT?pJa`b<X?j ^ _ . K 2 R jTgfnn3R<gXue ib?XdQ gVlT7ib<T7ibfUX Y3as`bgx`bVnib` XdgasFT7a g^`¥_ S?ce/`R0:X>pdgxTWccaR<ibaT7e n`bgnaQfCRrQ`¥VlasT7XxaXxT7ibaS<sR?XQ`bT?aspJaV f3T7iZR<<qJXupKa`b<X§nQR<n3XdQib ](s fgujR<fQ\gJTrAXdS?fFT7QJe gsR?fie cR< a . . . . . & /C #|#1 ](CjFRT7pJg(R?ZVXdnib_faTWX go}~as|XrST?s pJa`bfFcTWu i3aAX>R<nQVhyfR7iT$IAR?ibQS?R<¦ Q(`bans¨3V C¥z?j oX\cX>XueaRhgn3XupJ`AlasCXxnFT7`bQ(RW_<XrpJaR?Qg'T7c3e . !UW .
(78) zr. N3$ NW '(*jN3$N [U U N. ´ k7°l´ © h° / -¢0 0 / 1@ _° !° ](sX|<XupJaR<Qg 'lT7cFe (T7QX\fcC`Mm?fX>i¥e/XdaXdQV`bcXueAQR<V TaQ`bnibXM. T T
(79) 2>j#:cCR7(`¥cCSasFT7a 'R f T7cFe ( R ~. 2Sf ~. 2ZV ª!XxpJR?cg`e XdQ$akoRhT7ibaXdQcFTWa`b<X>gZAR<Q . T T
(80) B2d %´1µ° -7° / -A 0<C 0¢ ´ <² ^ MI 0FQgahcFTWafQJT7iZ`e XuT`¥gaR aUT :<X 4`R <D|1j 4`R <3| rSs R K Y aaJsT7Xdc`bi `boakhXQcXuTWXdXugR<ecCagusCjX akZsFR5TWgpJR?aRhQQXd3gXxn3R<ascFXe/`¥ lcCS5R?QS?XuQUTWT?f e A`b¡ZXdc R<agg`eRWToQgXdR?S<VfCiMX\TWQg`bVuTWR aR<`bR<asc A fC^ _ cFpJR7aN`bR?acsCX!pJf Q¬QR?XdQc a\`bVVnCRi¥e X>VXdi Xd c ^ _ .¢as O^ Xl_.AfK n 2eT7RaXue§.AKVR2Ze `¥g(Xdi R?N^ _WaUrSTW`bscXupJehR?f i`e T|T7R<ibcgXxRV3XR<QaJX(NT Q:<XdX>gc R<2dibfa](`bR?sc5X>c RW_as.A< X| m?2MfFR T<e/QU T7a O^ `_p. nC< Q| R<2|Ci¥`¥X>gh V Tr<4 T7`biT7Ci¥XhT7c3e . K 2 RK > IQS<V`bDc a ^ _ . KU2Sb c}~|Z. KfhK 2T Kf/K i kET R?Q(QUT7asXdQ$R7_`bage fFT7ik G$fQZgXrpJR<cFepsR<`pJX$V5T7c3T7S<X>g_aRxX QX>< S<fUjiT7K Q`bdgX©f3psh`baagsFXdT7iUa j<C3asF.A<DT7|Dc 2O:g£R aRh T\ MF.A<T<Jp : 2N(T7T7cFQU%e eC3nC. QK RpJ2 XdgR gu ª! MX(. aJK NT :?2dX (m4`R C3. K 2*fCD.A<D|32NT7cFe|ZXpJR<Vnfa! ](XJsn`bibg`pJTW`baVibZR<4 fCcagaR`bc <X>Qa`bcS!asXlnQRr:`bV5TW:iNV5TWnn`bcS3j1T7c R<n3XdQJT7a`bR?c (: sC`Mps pdTWc 3XlnFX>QkAR?QV: Xre \7 ´
(81) £´: 0A 0´ Wg (3 " { { A) N"
(82) #g (3 >5¤ t 6 * '( )(*{ F!Z. 2,h¤kV } N"* 1"# W N7]* 1"# $ <S(*p"
(83) W g"%8 : >~a b };: MkQbMLX>Q } ROM. : 2 R ~. : 2ZV .JzuU{ 2 (p"
(84) W W N "{' .¹ 2
(85) W <R : $)9$ . : 2OR $ W
(86) ª `bas : T7g(gaJT7aXue jgXda 4`R : f f?};: >L$XdZQ } T7cFelpJR?cg`e X>QasCX©gXda F! + .C#2Of : b } : b R5F! + .K 2Sf V ](¤kV s`b} g\gj X>ZaX©pJR<gc XdXxaJT7a`bsFcT7gxa FXugUp>TWT7a`bfg g03X Xdgas> X\F!R<Zna. `¥ Vl2dj T7`¹ib` X<akbj pJ R?cF>he F!`ba `bR<+c.T R72dE3.H]2ZR<S?(Xd`baasCs=XdQ\<(R `¥a sa sXhnQR<n3XdQak > ¬CfQasXdQVR?QX R} . : f 2djsCXdcFpJX gJT7a`¥g 0FXdg$asXxR?na`bVlT7ib` akpKR<cFe `ba`¥: R?cAR<Q .¹ 2d ](sC`¥gZQX>gfiba©p>T7clFX|XJnibR<`baXue(`bas Rjas fgS?`¥ `bcSxR?fQ(gXrpJR<cFe R<na`¥R?c 4 gRW fF£ pdpJ
(87) rXd3°/g](Wg`bs<0Xd3Xhc ° `baoXd7X\QU° TW/ ga`¥XdVg -An<3 ib|l0<T7pJCR<cF Ve 0¢ ´ nK f j a;X©oC?a²UXxs T7Xx ibgn3u RhR<f`bsFnCc TrnFa<g\R?X\gT7X aa(sC(}~XspK| `R<pQ`bsQgXdagcsCn3R<XdR<cgc3Xge `bcak`bocS<SfRhigTWgffQuS<S?tQJQUTrT<T< e e/`b`b`¥cXdX>c ScaajggxR<c C3T7. Qs3<3X|T7|BS<cF2(QUe§T?T7e cFa`bmesCXdXc C3a. akg(K oRW R 2 h ª!X\asXdQXKAR<QXxaUT :<X 60. . . &4 RK b } | : s DC .AK 2Of l`<D|qb } | : s 3C .A<D|2AnT ( 4`R C3. K 2Sf CD.A<D|2ZT '. RTSQURHV.
(88)
(89) !#"$#%&' )(* $. z<z. (s`pspdT7cl3XxgfC`¥aJT7ibhQXd(Q`baaXdcTWg. < 4`R < | rSsf < | T ( RC3.A< | rSs2Sf C3. < | 2!T ' R < bh} | : s (V .JzuU 2 TWg(VL$R<cQR7X©(e `b`bcQS(XupJaasFT7asFa T7R?c~fQ1. < QXu T7^ i 2pn4Q`baZR<aQibXd`bXdV%g$`bag RaR$TWnVn`bibch`bVhas`bXxdX1TW1i¥S?jrR<`kQ X<`¥absj9 hV jdas`bg1iT7ga gaQUT7aXdS<xT?pJafFTWib¥\T7nn3XuTWQg <D| rSs R<D|Mf : M. <3|#2 M. <3|32ZT k. y<U2 M. <3|3x 2 W T F c M. <3|3| e (T?e`bie 1`bag`bXdR<Xc3`bT7c i T< ye b<z\TWcasFaJT7TWS?aXn3`b2R<ggFe `¥aX>Xd`b`¥g<cC`¥XQJST7e QX'XdibF0 X<nCc iMT?`bapJXdXucCeEXdgg p>T7 c ^ Xu_ TW.Ag<D`b|3i lx2 FT7cFXe nQ}~X>g!| XdQ<QXdXugeZn3Y XuopJaXx`b<(Xdib`b i _NTW¬ibfgRhQagsX>X>XhQVasFR?TWQaX<jasCZ`¥Xg. ¹ A ´3 -¢ ae sFX>XdT7gUa(pJa\fQ`¥agZ3sCcXuXeR7n QR< an3fC XdQcQX>akV aRV5(aT)sR,FX\# nFI$R?~c5gg. `¥`b CV i¥2 X+nFf
(90) R?AR<QaUQTWVh~c faN.i`bT7c2$X£XuAXdm?R<cfFQgT7fC¦ib`Q+akXdng¨F`¥cg (3¬T' `bQi gaZR7NCj:T7ibTWkcFj7`belaoa`bgZsX`bVg`bn3aR<fFQTWaJaT7`bR<c chaac R(3TQ'XdVi RXdVh3Xd`¥gQ ( .kyWz 2 c (3T' i | (sX>I$QX cR< a|lsXd`¥Q(gZfasCgXJXxAfiT7iQ`bS?cXdXugm?a(fFX>T7`¥ibS?` Xdakhc <`bT7g ibfX$R7Q }~| ]RR?aUTW`bc`baujTWnnib .¹ 2Z(`¥as } R5}~|1 } | ' c)}~|6' T' i | AR<)Q '> L$XdZQ } V ¤kcFe/XdXue j3gX>a 4`R} | s 'TWcFeR<gXdQ?XxasFTWa . ´60k7°l´ ©
(91). - 0 0 . ~} |6' R c)}~| T i V c}~|' T' i . !ª X\pJR<cCg`e XdQ$akoR<T7Q`MTWc ag£AR<Qh¦ (n¨3j FT7gXuelR<casXm<f3T7g`(Xd(aR<clnQ`¥c3pJ`bnibX< aV`¥R?`¥cCcF `¥T7Vi 0¢ a` dRh/3X>´ gass X| - `Me/(XdNc Fma`b akf
(92) 0AZ² 4
(93) ' } ° ³| Y rZR´ Xx aU| T\¤d:< X 0¢`b<Xdc J'µ TWcF
(94) e (](jCsaX(sXxV5fCTWn:aQe`MTWpKaXdXugNe T7QV5X(T7QaXdQg`ahQ``¥pJgaXu e| rSaR\s¤dFjCX>(`¥cCsSxXdQnX QR? nF| R?rSQks ( ` c (DT ' i 2 D T | rSsj4`R c (3T' i ` c (DT ' i R7 V ¤¢R? fc Q(DpT s' R<i `RpJX CZju| arSssXdc R( CR% .+ XdVV5)T 24WasXZR<gXdQ?XuehpJfQ<T7afQX(RW TWibR<c)S '`bg_Cj7(s`psxXJniT7`bc g . !UW . .
(95) zry. N3$ NW '(*jN3$N [U U N. ª `¥asQXdiT7a`bR?caRt+XdV5TWQ;:C yj?oX\sFTr?X¢QR<V.¹yz2 | rSs! | T .ky<yU2 TWc5`bcXrm<f3T7ib` akh(s`pssR<ie g(`bcFe/XdnFX>cFe Xdc aiblR7E. T T
(96) 2> AR?QVh f i- DT - 4 F 0¢²
(97) ° ³r ´ \ 0A 1 }~ | rS
(98) s 4`R ](sC}~X©| fCb n:e TWafXue V5T T7aQ`h`¥g(pJR?VnfaXueAQR?VvasCX¶Z¬ u (sX>QX ( ( ` c (3T' i 2 3 T 4`R c+(3T' i `cR<a TWcFe } | ''O} | ` } | ' R0 D T 4`R c} | ' T' i `_cCR<au +R<aX©asFT7a(as`bg(<T7Q`MTWc ao`bgZQR<Cfgarjg`bcFpKX aQ | TWcFe aQ |qV ¤ka(`bgT7ibgRpJR?cg`bgaXdc Wa 4 aassXX©ppssR?R?``MpJpKXX R%R\|`b gNTWgg`bVT7ib`¥QiTWXrQuT<jde c3T7XJVX>ni¥i\T7`bacsXuXen`¥Q~c Xue .k`epJm aXuj el2dj pJfQ<TWafQX©TWi¥R?cS 'h`bgo\(sCXdc } | 'R% I$g(AR?QoasXm?fFTWg`+Xd(aR?clXum?fFT7a`¥R?c1j ZX©s3Tr<X }~| rSs 'R}~|' b 'Mf'R ' TWcFeas`bg(`b)g (`bcT7c pdT7gX< a.¢fasQXd`b](3c g:§s (fR7sgrxj`pTWas ibsXT7R<Qf<XQ£XdQcA R?R?Qa©0FVhnCQfgQaiXdT7g`bX£Xdac Xd`¥c ahQUaTWQ`¥ac R`bR<e lbc fFJz npJ1X\(gR VR?aR X<X R<jaRssR7cZ XdgXd `2dgN<Xd(Qr](sj1s`bai X>sFX(c T7na|QaXdsogXXdXhQ< VlT7`bcQTr`Sh5TWc`bZVma XdnC.AibN</i¥X> sFV ^Tr2?XdXc S?aU`¥M?TWXd.Ag `bK i `b ( ak2 <j>RR&ako!R\.A¢T7<DXuc3|*Tre 2 f}~cC| i¥` rS:?sXdibe/hXdXdS<<XdXdcCc XdarQUTWaXdgr:¶£pJR?caQUTWgauj3}~| rSs `¥c&.CWB2(pdT7cle XdS?XdcXdQJT7aX|R<cib(sXdcCD.AK 2RC3.A<D|2>jTWc ° !C <S(* $N j " ~
(99) \ 3[{ U$N)"# )
(100) W N ( 1" & C \ '?[[' 3(*
(101) \e`[U N (# + $Q("M )( "{"# HD (3! } | rSs $Nd ;' (3 ]* e71"% (3!$N1 e ' N" ( $g "W1"*[g W p"# | 2 z 6Qg ;U & W + '
(102) (M> L$XdZQ }~| T f z }~| rSs 4`R5}~| b | . . DTe} | : s ( G ( (
(103) " T$. F(. RTSQURHV.
(104)
(105) !#"$#%&' )(* $. zu. ) (*M * d m `]D"*p A { $ ;" \ Tg )8 (*]3(* 6 (#`[U N"NN )( (3)N "#W+ x" q $ ee ( $U ;'gN"#8 "{ ' j ]3 ( 6Q "{ $N " 4 "3`W ;M % ;
(106) U (R C33 .AK ' ( 2 Q[UqN1d"" }~| UpU "'e !]Be'pp9 ( "N $ aQ} | rSsj aQ} }~| b| rS. s f zW2 | V | N"$ Z1 $N" , $1. I$gfgfFT7i (`baslfCcFe ibX\VXdasRe guj ZX\gnib` a(R<fQ(pJR?c?XdQS?XdcFpJXhT7c3T7ib g`bgo`bc aRakZRhnFT7Qagu °´37° BW]]* {W )(*{ x [ )( bz [U"B ; 4"3 p
(107) Ip3" a{<D|ZTe~v "$ (3 E (3 [U"pe{ $ { A } | " N"#1"*[{#9 $<S(3" < | g ]D AdP $ R DTuzTWVVWV T 3k apJsR? VX W nnC
(108) ibQQXdR a/u R7Xd`¥cc3XdpJRWgXUgujj7} ¢ZR< | XNQ S?XK`¥`bC?ghTWXVcsR<XdncCQibX(gX<`bjT(cS<](gfC`bsCViMXdTWnR<QuQibjO`Xd0F$I V Xui¥e+S?vR<<QXdw `¥Qag s`bR<V yc C.¢(bzR7s 3`pXul`syppJn R?pdVT7pdcCTWXdccglR<FaT XFgXZaUQTWX>S<cFnXdecCQRTWXde QUQUTWe§fFi¥pK`bdXuXre fexcFe/(¬Ci¥R<sXQX>VcxasaXdsaX sXZRgUTe f<: c3XT7e c3RWibe X `bgT7S?¬CS<QR?QXdVvSTWaasCXuXe3>2 e/ X F0 c`ba`bR?c J. z<zN2 RW _ j ZXxsFTr?X(AR?QjX iMTWQS?XXdcR?fS<sTWcFe P R zTWVVWV T X Z. K L 2ZbcdC L T KN_WrSsf K LAi b F } | . KN_WrSs f?< | 2T KN_rSsf?< | G @.A< | 2Of _ k. y<U2 . _ gaUTWcFe gZAR?Q | _ 2d3G$clasX|R<asCXdQ(sFT7c3e jcR?c e XdgUpKXdc a`bVnib` Xdg @.A< | 2Of L @.AK L 2 ¢R<Q P iT7QS<X\XdcR?fS<s TWcFeoX\R<CaUT7`bclT<ee/`¥a`bR<c¢. cXdS?i¥XrpJa`bcL ShasXx_ m<f3T<e QJT7a`p$aX>QV 2p4 c1CNL TeK _rSs fhKL i f AR<Q(iTWQS<X!P1TWcFeMXZT^(`basPO XV .ky 2 +R7xj asXdQXXK/`bgag( 5pJR?cgaQfFpKa`bR<cTWc £P gfFpslas3T7aj< | RK L Y aUT : `¥cCSas`bgjP `bc k. y<24 _ F CNL TeK _rSs f?<D| G b F }~| .AK _rSs fh<3| 2T K _WrSs f <3| G 5f !V ¶£aCUXu_pdkTW 4fagsCXX©} ibXJ | ¢akksF`bgoT7cFn3eR<gg`¥a`e `b<X\Xx`¥ce X k. F0 ycC#2`¥oaX<pdj TWaclsCF`¥g(X$`bVV5nT<e/ib`¥XX>gNT7aQsCX\`¥aQU3TWR<Qf`bi c3e pJXuibe R?cgX\X>gagRhRWQ3aN$G KN_#ck aj?ssX\Xdc3R<pJaX<sjCXdQZAQsFR?VT7cFe U. zrj YUg>2`bcFj<pJRWX ](N^ _~sX> c1j NA^ _QrSR<Vs jaJ. szuXd2 gj XuCU^ m?_ fT7X>cFc3pJe X~ a_ a_ XdkcFe `bgae/RhXuhpJQT7XrcFT7ge&`bcU. S z TW£2 cFge sR7sF(TWg(gaTlsFT7ib` ajV< `b |aujC (Vs`b`cps!`bVa` sdXdXdgZQXJ1AR< QXsFTWgaR3X5 an3sR<X©ggª!e `b`X|TWibX©S<cR<e R7c3X> T7S<i Xda<cfT7X>QQQUc!`MT<TWpKac 5R5aQRWak. 1seXhm asjpdX\T7>2 7m?gXh](fFT<sR7e (XQJ`¥QT7c*XdaF0g`MfCpZci¥`baa£aXdXdFQibV lXdibR7V5`b chTWa`bc gNs5X$QUTWe naXdQsgJRrX>pJQoXd`bc V5pJakikT7TWggi agXdn`npdQT7R?giSNY.eibR<Xdl fCpVnQ©j3g.Ubl azuzufFYpne/2dj3?l](p(nsd2 `bXj?i 1T7nCnF3QTWR XhQR7aib`¥VAgQfR<`bS?aV XuS<eXdagsaaRXg asFT7a(asX\nFT7Qa`pJfiT7QZ<T7ibfXz v RW_asCX©gJTrAX>S<fFTWQUe `bcSxn3T7QUTWVXdaXdQZ`¥c&U. zoU£2 `¥g(cCR<aZaR<aJT7ib `bccCR/pKXdc au °´37° ! Q "#$Upj [ )( C¥z 6 )( )(*
(109) W N1 6d"#[ ]D A) N"# Ip3+\ *g 6O ; N" ]*$ ; & Q$ I * '
(110) $N{[ "N !UW .
(111) z. N3$ NW '(*jN3$N [U U N. W
(112) W[N*e$e$ e'W N N"~
(113) (3 Ip3U$e g*] Upp
(114) x{ ]N1" $m E (3p"$
(115) Q$ (d
(116) N"~19" 4"3 gW Ip3"B e aN<3|Bk [U"B ;e$ Q Q qM1"31M 1"#[ 1@.A<D|28 `bc F $ gXd Q W`bXd/u gr
(117) fF7n](ª!n3sR<XxX!gXpJ?: R?XdF0 cQgg``¥a!e gEX> k. Q(y<| yUako22p4#RaWpdATW|R?gQk XdgrTW`bgN i¥ZT$ c?R<](cCs`¥c3XdpJclQXuaTWsgX\`bcnSxQR gR7Xu_m?f`bg(XdcFpJipKT7X<gj gs`pdXdT7cFi pK?4 XoXx| pd4 TWR cz QXdnQ| RAe R?f3QpJVX\gAR?TxQoe XJ`b<FX>TWQVS<X>ncibXa PQR<+n3R<R7g `¥a`bTWR<gcgfCyV y|X `¥c~ | l pR_n R<hQ(](¢R<sCQ\XdR<gR?QXdVV Xv3w ¤k c! yC `byXd `¥c~RWl`jyn .¹ y?yU2dj@ RvAR?QxT7ib 9BIg|i¥R?cS5TWg\asX gJgJTrT7AVXdS?XfFT7T7g\QJeFXKR7AR<UQX<_e ¬CR QXdR?g(V cR?U. a zrUpJR?d2 jV X(|_ `bc R aR@n.A< iTr| 2 jf K N^ V_*.A`bK c `bd2 VhZ` u d`bXdcFg pJNX ^ x_ N^T7_mcFea sX\TWcFg`¥eafFaT7saXh`bR<e chXd`bgJgopJXdX>c ggaX>caXdag`T7aibAhR<QJapJsXdXg |_ 8j asCXpJR<c3pJibfg`bR<cga`¥ib sR?ie gu 3(Xu`bapdslTW](fsCagsX©X<XxjiTWe Trg¢Xda(agUXdpKn3Q$XdR<c nFga©gXd`bQaaXd`bfgi¥Q`ba$akFhaT7Rha`bg(`bR?R<(c aUsTWXd`¥ cc j3| as%R X|xV(R`be aXds i TWN^ ch_ T<`bgpJac`¥?RhX\ibR?gUcTr¢S<XdXdS<Q$fFFTWX>QUe i¥R7C ](sXd1c~t$U.T7z asC(2 XdQupdj3TWpJcR<cVhR?a(`bFcXxXMfCJ. gzWXuoUe 2 Z. < | rSs'2x @.A< | 2Sfhl @.A< | 2Sf nZR @.A< | 2Of l Z. < | : se2f @.A< | 2)n3V ¤¢NasC`¥g(sCR<ie gZ`¥c*F0 c`baXdibR7AaXdc1j@.A< | 28f / TWcFehasXpJR?cFpJibfg`¥R?clga`bi sR?iMe/gu aXupsª!c`Xm?fe X\R!AR?cCQR<a¶o¬ : c R7u f`n:©eCaT7saXX>g(T7`¥3g(R7a<RhXFQR?XdfgfcFibea5apdsCTWX©c aQUFT?XpJXxnR7QR7Q?}~XueE| AAR<QQR?V asT7X3<R7TW<QX<`BT7(tc amXdQ.Xx¹m asCX©d2 N`bc](XrsCm<Xf3T7fib`gakf3 T7i aQ} | rSsj aQ } | !b aQ aQ} | b | `bagsXxXrT7ggX>`bQi `bXdg R? a aUz TW `b cXu|BekMA¹. QTMR?V<: X>5¹. yCT7zWQ>2 S<f(t VR7XdZc Xdau?j?XdgQuXdjCX|`¥a(AR?`bQog$XJcFR<TWa(VgsFnT7ibXQnbl zJXdnd2 c R?fS<slaRhX>gaUTWib` gsasXe `b<X>QS<X>cFpJXxRW Fn3TWXuT7g`bQJG$g\T7fcFAQR?pKQxXdiguT7T7jgibaxe XdR<Qn3XdfgXdQfcFibe/e aXdg\<`bR?gxXdcibQR?XdnaisVT7XaXdXu`bc e!aarXdFaQJRT7ª!ag`¥XhR?nFcXdT7XrQ`be XhcFe aRWQXJ© `bpJcR<Slc jC?aaXdsR5QQS?R<VXdfcF`bS?cpJs`bX<Vas`¤k>cEXXV5¹TT<TWpKAaufaQjcF` pJpJR<a}~`bcR<gc |`e F vXdª!Qm(X|.¹y<sg`s2dpR?s1jfj1(ie/esXd`agpsns!Xd`baQ`¥Xg|XJAaT7R<sn QXX Ap R?s`¥QVXupJS?`b:`¥a?`b(cXdcSsXdR?< afs| QXdgT7QZXdcFiba<esXdXZgZ} (a|R|sj3R<aasibXZsCX\Xx`e pJQR<XuXdVhT$S?fV5i`bT7cFTQ:<TW`¥Xda>`bg1XuR<eTWc c<|¹. eTWgibm fXdjcXdgg¹2 eX< .)?7C ª!.A<X |>2 j$2e ZR$T7X(cFase R<`bg aJ`bT7c M`bchTW. < ca| sC`$2 e X(XrpdAT7R?T7i ci¥bgR7`b3(aXf3`bcT7XJaS$F`bR?T<gc`bpJVa47i¥T7ngibg`pJ:0fR?pdVVTWX£an`bfCaR<sFac\XuTWRWe au j I$i¥S?R<Q`¥asVvbzU4 .- /3´F0¢@ 3 ;4 ] 3 A. ¤kc`ba`MTWib`¥rT7a`bR?cd2 O(3 W {W < 55> ¤ t 6 "$ j]BU ; C 54`R C3. 6< 52 $U 5!R zUT R $ 3 ;] & Q N] { A) N"
(118) (3!]Be {{1N#]3 Nd"#P 'Q$ (1
(119) )(*g ']U]d"#[ p ;p N" " { QW{ A 4Q $ W NP "N < | rSs!> I QS<V`bcZl Z. <2Zb | c<Mfh< | Te<%fh< |3i n*V Q j]B C | rSsj4`R CD.A< | rSs2 N"B$MW < 4 R5<D| rSs fh<3|Z T (4`R CN| rSs f CN| T ' 4`R <b z | (V
(120). RTSQURHV.
(121) zuY.
(122) !#"$#%&' )(* $ 3 ;] &. 'p p"# )\ e ;]'Q$ ' . (p" pe W. "$m ] ;. (. $. | rSsj4 R c (3T' i
(123)
(124) q"Bc (3 T' V i 2 ! T . . ](sCXTWFR7?X\XJnQXdgg`bR<c AR<Q 'pJR?VXdg£AQR?V .UzrU2>ª!X©p>T7cT7ibgR(Q`baXxasX\fn eTWaXTWg z z c+(DT < i .ky<YU2 | rSs R | b ( (sX>cXd<X>Q c (3T' i 2 °´37° (d
(125) h N1 8 `]Dp '( H " )(*p" | 8 $ U& )(*M
(126) W 1 61"#[ $U$N A "N & W{ Ne# ]3 2 N"# (3 #"3HIp3 ' Z1"D. 1<2#]*@ . 1<Z"#2Z b< N"B<M$ f < I3 V $Ne{ A) [{ 6O )( N"$ N"&(* $
(127) W <S(3" Z . <3|B2 ;"${ Z . <Z 2 I'\ ']3p 1" P8$ y](s a Ws3X> R<T7
(128) QMaX>¤¢V .¹E y?ZUY v2$| sFR R<yie y\g+¢RWR<AxQ(R<Qxl`gypR?TWn;V4Zi¥Oc X (DT j¤¢ <<Dih| rS s ( sF`¥ g$TWg\R< azs `bXhR< fibRgTWpdi¥cFlT7e i Tz VN`¥nCZ`bgUc|p`bsVh8 `ba`bhdbXdpJQZ/R<R7cCogaUTWjFc ga R(Zj3XopdXhTWcpdTWT7c ggTWfnVnibXxh `b=c lb9z nu/NaXdR<n Q +R7T7nCnibhasXxgfS?QUT<e/`¥X>ca(`bcXrm<f3T7ib` ak 4 Z . <3|Z2 @ .A<D| rSs 2 bc1CN| rSs T <3|%f?<D| rSs i R%@ .A<D| rSs 2Zb C | ZrS| s V G$casX\R<asCXdQsFTWcFe j R?fQ(S<QR7(as5pKR<cFe `ba`¥R?cl`¥Vnib` Xd!g . XdVVl=T F xRWx lbJz n24 z @.A< | rSs2Sf Z. <Z 2 C | rSs sX>cFpJX @ .A< | 2Of!Z . <Z 2 @ .A< | rSsW2Sf @ . <B 2 b | l @ .A< | rSs2Sf @ . <Z 2An*V ](sXpJR<cFpKi¥fCg`bR<cAR?i¥bR7(grj7g`bcFpJX sr s
(129) 8& +R<aX©asFT7a(ZX\sFTr<X <%f < Z . <2fE@ . <B 2E <%f < T g`bcR R?a f@ QZ.A< `Me/| Xu2 k\T7i T7gcF`¥ae fFa{T7<a`b| R<k+c1j?pKR<asc X\<Xd`Qe S<XuX\TWiFT7a<TWaibsfX$X(gUATWR?VQoXNasgX\nFXdnFXrX>e cF T7](ibakshX`bQg T73 R7R<XZCQ X>g]fRxibaZFV5XrpJTrR<VgXXdXdQV XrT7ibTWQa` pJ0 R<pJc `T7 i`bcFgpJ`¥c3`bcpJSFX<jj apJsR?cXgnaQQfFR pKR7a`b<gXmsCR<.¹fTWicFeeFsXR<n3XJXJAafXdibcFhe/XuQe!XrT7agRR?cFaT7sCXi¥X<2ZT7Q `MTWTrc ha RW.- ¹m e jQ`¥ 2>`bc SMXda|faRggJTr asFT7arj1T7a|i¥XrT7garj .ky<Y 2S?`b<XdgT ](sX>]R<RQX>V pJR<cF{pKCi¥](f3e sXX\S<asQR7`bgl(ags5XupJpJaR?`bR<cFc1e j(`baib`bXdR?ac5f`bg(glT7S<g`bg<XdXgggXuR<eV XpJaR?sCVX\VAR<X>ib cR7a(g`bcpJS\R<c3QpJXdXdgQfcCibaW`¥cC4 S asX T7ggfVna`bR?cgh`bc !UW .
(130) N3$ NW '(*jN3$N [U U N z y \7´
(131) £´: 0A0´ @' [ )( Ybz ]] $ ; )(*#"3 "NNp ;S
(132) #" " @.A<B2QR s < ;N \ 1"#[!
(133) e <5=2 $ <S(3"& )(*M e "%"N[p"
(134) a{<D|Bk ; % (3W A) N" 3m e"3" { qe I'\ ']3p 1" 9$ W
(135) ¬1`bQgahe QUTr T n`pJafQXlaRgXdXlasFTWa <D|M2 <D| rSs 2 lAR?QT7ibQ](sCXcXJa`baXdQJT7aX . <3|2 gJT7a`bg 0FXdgasXxQXdiT7a`bR?c .A< | 2Zb | l .A< | 2f?< | n R7V .kyUyU2 }$`b `Me/Xgf3pdpJXdg`¥?Xdib Z| . <3|32(TWcFme | aRhR?aUTW`bc . <3|2 <3| <3| . <3|32 . <3|32 .kUy oU2 | R . < | 2 f z T7c3e | R | b | V +XJaujgaQJT7`bS<s ak¢R<Q(T7QJelpdT7ipJfiTWa`bR<cgZ`bc .ky<UY 2(TWcFeVhfiba`bnib`pdT7a` R?c .A< | 2ZS<`b<X < | rSs . < | 2 .A< | 2 .ky<U{ 2 Z| rSs R Z| b <D|gb . <3|2 V C.A<D](|+s2 R7Xd cZ|g T7g.Ab <Dgf|*WV|2 NjXZZ(¢|R<sQo8 XdQpJX R?bc /a| QUT?4`Re T7cF`pJ e a.A`b<DR? |ch|32 a4`DR5sFl <DTW<3ja|q| aNb N<3Z |B|.Ak©<D8 pJ|*R?2Ac n1b<A/ XdR?QQS<V3Xdg(gXupdaTTWRfpJgR<Xc mW?R7kXdgE QfS?.¹n3y XdXdoUc Q2ai¥Y`bcgTWX>XribQgT7`bRFQXdibj?gu ¢j7Q¬R<`k `bVX<cFbT7j .¹ iby?. U{ <3j<2>|pJj R<2 UV| <DrSn|s f8 aR X XJnib`pJ`baib .A< | 2£AQR?V .¹y yU2ZT7cFeR?aUTW`¥casX|Xum?fFT7ib` a`bXdg y p| rSs f W|b z!R y Z.A<| | 2 b zxR zb #<3| NZ|R zb p| V `b+g(ga`bsCcXxSQaXusm?Xxf`b`bcQXuXuelm?fFpJTWR<ibc `¥aka QJT< e `z pJab `bR<c1 | z b y | T7cFe gfVV`bcSFjWoX\gX>XasFT7%a a | kx`bg(FR?fcFe Xue F](sC`¥ g a](ssXX>I$R<nCQg(QX>R<AV n3R?XdQ(Q{hR<ak fpdT7Q( clg| V38 XxR R<XJahsn`bcg(iT7XdQg`bcXug©T7XrTWibeZg54 gfCpJVQfFnpJa``¥T7R?ikcB u R?fFcps1jCT7`bcagTWcCg XuVpJXdgVg`bXdakaQh`bg(FcXdR<akZa$XdR<Xd c `baR<sCfXxg ak4 ooRXTWe/gRhgfcVR<a na:`bcCR<R7cgZ`b`c ](S<QsR<XhggS<TWQR7n(nQaRrs /`bpJVlR?cFT7e a`b`bR?a`bcR?c RW T7n n3XuT7Qgc3T7afCQUT7 i 4 ``bae R XdgcR?axsR<ie j asXVRe Xdi VlTrlFXupKR<VXT nF X>`:<QaX>fC(Q`¥FgX<TWj?a`b` R<1c1l e R XdgZcR<aZsFTr<XT `bngUps`bad`T7chS<QJT<e `bXdc arj<`bag£S<QR7(asnQXd<T7`bi gNR7?XdQNasCX©m?fFT<e/QUT7a`p , #$ 1"£/ £" , ª!`bg(X\cXdsFXrTre ?XuX©e T7 ib¬CQXuR<T<Q(e ahsC`¥ggrfj S<akS?oXdRgagXuaeQUTWaasFXdS?TWQa`¥X>I$gi¥V5S?R<TrQ`¥a3sXV T<Ce bR?zn`bag(XrZe R<4cCi¥hgJpsXdV5TWa`p7j T7cFeasFT7a(gR<VX(ib` cXJkgXrT7QUps T73ib ;R<NcC"Sx$Naes$~X|sF1"T7i'\ kWib`¥ecCX e 'a{( <DS|qGb c3pJ.XAK K f `bg<3|BpK2QR<V4 nC2 fa#Xuek j asXcXJah`baXdQJT7aX.A<D| rSs R<QK _rSs 2x`bgxgXuT7QJpsCXue as#X 9"{pd T7$?cFe/p`M eCT7ea 'X ( E K I© e>e qJXdfn3gXdalcFae sgXR?cCc R<QV2 `bcSFCjjZQXdnCfiMaT?pJa`bscX S V5asT7XnCnV5`bcT7S aQ` 8 }~| K `¥c `bg.UczuR 2hibR< cC S<Xd}~Q| nF R?ug£`ba](`b<sX>Xdi¥c usR<VR<S?XdcXdR?fgu ](sX\cXK/a$`baXdQJT7aX`bg(gXuTWQUpsXue T7ibR?cSThpKfQ?X<j3nFT7QJT7VX>aQ`bdXre lasCX¦gaXdng`bdXd¨ RTSQURHV.
(136) zWo.
(137) !#"$#%&' )(* $ . . u7
(138) £´6-¢0A´. ªaRsCTrXd<cR<`Tee TXde gUpKX>XdS<c Xda©cX>aQUXdT7ga$aX`bg} T<| pdrSpJX>s n a¤kXuce jF¹T?apJsaWXx4 VlT7aQ` } | `bg(S<R?`¥cCSaRhFX\fn eT7aXue j3fa(`ba(`bgT<e/`bgJT7ibX ](assXxXZpdnTWQcFR e R7`1eRWTWFaXd](g sK Xd R?QVlXdV Try\3XupJQR?XrTNV: X\gofe c R7(3R<cf(cFe/sXuXde c } | `bgNe XdS?XdcXdQJT7aXUYT$<XdQ 0FQgaoe/` 5pKfibakx`bg_asFT7a ¤kVcXu](TWcsC g XdR<} QXd| V Roj3 a| s ¤ XR QXdibXd<AT7R<c3QXdpJ<XhX>R7QujfTlc e AR?X>S<QaXdfCccFX>T7QUT7aXaX AR<} Q| TWc `bgxT7m?ibS<fR?XdQg`baa`bsCR<cV®XreZa4 Q a`bsCcXdSQX<ajRgf3`e pXds c aT`Ae XdS?TlXdgcXuXdpKQJR<T<cFpJe R<QJVe XdnCQ(`¥Q3`pdXdT7sFibTr j`bR<Tfe QrXdS?}XdcX>XdS<QJXdT7caX>X(QUT<V5pKT7aQT7`n©n3T7XuibTWgQR(gnT7QgXdgpKXdi¥c fCaVgogT+`bcgXdX>Qg`bguR<jfTWgNa(eibTWXuT7cgS<aZXdQrAR<WQ(u fCasnXxnFR?e g`X(T7S<T7R?cxcF`bT7aXdi3QU<TWT7aQ`b`R<T7cxc (au sCXdQX } | RvD Y asX>c!asXTWi¥S?R<Q`¥asV®gaJT7QagTgXrm<fCXdcFpJXlR7(nfQXpJfaa`bcS7kniT7cCX`baX>QUT7a`bR<cgr ª!XVlTr FFXXrpJR<`bc!VaXdsg(XcgXu`bpJaX>fFgTWgUTWa`bQR<c!fCRWc©a`b(i1XdTVe `bX>QgUR7pJ Xd;g c : a\` `bg©aXdpJQJR?T7fac X©a`bXdgZQ¹AXJR?FfTWcFVe nibUX 4T7c!XdcCR<QVR<fg|cfCVhFXdQ|R7c fib¹gaXdng `bgc aQU<TWXd¤k`bQcCS<ags `bn3akAibXuXR?pJQa} (`bR?T7|c QJrSeR7s \(a`basfFsXTW.QUfCCWTWn:cBea2TWXd4 XdaX`bcSAR?QaVhs`bfg\inT7QXhR?`bnF5c X>Qak!ggsXdXdR7V(gxge asF` 5T7a pJfC( i¥aZg¢sR<R<Qfaise§mX 3.AX</ cZ ^ R<2+cC<dT7XdQQ`R§TWcaarR!j `bfCXda©ie `ba$TW`¥c g N° ! @' ' N"$ ( eg[N "{p" 8 & ' "$ «z $ <S(*p" cdC3. < | rSs'2pTe< | rSsOfh< |3i 5fj | .ky<U 2 1]' c (3T' i 2 $ W
(139) ](sXe/ X 0Fc`ba`bR?cR7 N ^ _`bVnib` Xdg Z . <3|Z2Zb5c1CD.A<D|2T <3| rSs f?<D| i ^ _ .A<D| rSs 2ZY T?ee s c} | . < | rSsf?< | 2T < | rSsf?< |3i aRh3R<as5g`e XdgujCaRhR?aUTW`¥c c1C3. <3|B2T <3| rSs f <3| i ^ _ . <3| rSs 2Zb c }~|B.A<D| rSs fh<D|32T <3| rSs fh<D| i fE@ .A<D|2R f | V u/faQJT<pJa`bcSAQR?V .¹y?U 2>j oX\S<X>a c (3T < i R c1CD.A<D| rSs 2Sf C3. <3|B2T <3| rSs fh<D| i .JEz f? 2 | 2 TWcFeasXpKR<cFpJibfg`bR<ch¢R<ib R7(g e fCX©aR .UzrU 2d .gkay<XdU n2]g`bR\T7dghX<S<Zf3ZT7ª XdQUibTW`bc aT7s agXdX( asCn3XR<>@ge/`¥nda&Xd`bgU<pJTuXX>zce lbj1al X 03apJscR<`b`bgc3aX(e n`bV5QaR<`bTWR<ac1ibQXd`MVpK](Xdgus`¥j7g`bg`bapK`¥iMaghTWsCgXdcCgQ`MR<XJp>a¢T7sCR<iZ`¥QcCX\AR?SgQf 5TfapJgXdaJTgZT7cFaª!ReTWR<0FQUicFe§AXhehibakT|` cpdn3XJT7kX gcFXupKe/TWQ`MQU`beCpaT7sXdaQYoX(`bR<TWgJc!gxT7a¢¢`¥R<R<gQQA aa`bcssSXX pJfCQ<XrelgXuTWQUps1j3`bao`b g(gR<ib<Xue`bc .kybWz o2NRWx lbzu{Y n . . !UW . .
(140) zr{. N3$ NW '(*jN3$N [U U N u°
(141) N´-¢ 0¢´. . I$aQcfXdTr¨B 4T`ba:<gZX$ZQR<XuT?Q;:?e kXdsQ\R<V5QgXMTr.¹y?sFyUTr2£<Xx`bg TWT|i¥QibXuf T<e/fQQXrTWT7QibS<` dfCXuVelXdac sFauT7?a(¤kcFase XxX>XuneQRasRWNX\R7gUNTWV](sX(XdnR?QQR XdR7V _ZoR<`bfCghiMe¦aR T7RnnCXri¥T7gl`QaaRh F| Xk. ZXdQX|`¥c3pJQXuTWg`bcSh(`basT|VRe XdQJT7aX©gnFX>Xue as°Xdc!aCs X\ gUT7V X¤knaNsCpdXdT7cchR<V3X(XdcnR?QR7c5?RXue|pdpKafsFQTWgraujj7cF`TW V} Xd| ib `bgfn eT7aXue(`basasX(gVVXdaQ`pQJT7c3:?kR<cX£AR<QVhfiTj aBQ } | rSsj aBQ } | V lpJR?R?c Q<XdXdR7Q?S<XdXdQucFj pKXasRW`bg(I¢R<ibQS?VhR<QfC`biMaT|sVnQXdCg¥Xdz\Q<pdXdTWgc5n33R<Xxg`bXdag`¥aU?TWXe ib`¥ Xg03scXuel`baXd(csCX>XdggxcRWux tx} z$| QXdrSnCs7iM T?¶opJXdTWg%gXu.¹eem R<jc2 aAsR<XdQgXh¦ +nnQR?¨FnF XdQa`bXdgr j agss`bR<gQ aNVibgXu`baTWgXdQFnibXdxgs3`badTrsX?X3 `bR?t(T7fibXdS<QuQj?R?X©oQpJ`baXR?sCVT<V pdXdpJg(X>T\n`¥iba\Q Xu3aTWRhXib¥`b`bxcFce pJaQX>QXui¥R?`T7pdfgTWXaibX(X(asn3`Xx@ R<} `bn3c XdWa5 cF4r`bT7(goibaksplsXdchR?agsCaXdQschR<XfCfe S<c3Xdse gJfpJTXdibc e aZ`bg V5a`bXdggTW`bjaR<i¥kc.k>Uy ]_R72R\N`bg_agsCacCQXxR<fCaNV5S<S<gJTWT7ibXaaQ`bTW`g 0FST7Xu `be 5cj<gTT a e .¢R<XrQ(pJ`bXdg?`bR<XdchcVh3R<fagsa1j 3(XosVlT<ce R<X a4uNX>2d`¥#asI XdQNn3aR<Rxgge `bXupJibX\QXugT7agQJXT7aaXdsCS<X(lga`bX>gnT7ggZ`bdAX<R?j?ib¥R<R7Q(agrR© X>cQ`pshasX(CfcFe ibXZ`T$Tc fibkgaX>n t$Tr `¥cCS KU7j3pJR<VnfaXasCX©ib` cXuTWQ`buTWa`bR<cXdQQR<Q 4`R @ .A<D|2f l Z . K 2Zb c)C3. K 2pTe<D| f K i n*V ¤¢RW asX\`bg(ciXdT7 QS?X<pdT7jc3ase Xx`ecT7X>a«X<¤kT a( `bcg(X\asCnXd`bQXuXJpJ¢XxR<Q`bcX|QN ^Xu_TWg`bg(R<c3S<T7R<`bcibX\S|aaRhRhVlsFTrNT ?:<X©X\ibTx` aac ibfX©ib`bk#c gH3aX>fn5XdcFR?pJcX|ibhR<cl` asXpJR<VnfaUTWa`bR<c .k<U 2 | T (sX>QX `bgTxn3R<g`ba`b<X\aR?ibXdQUTWcFpJX<Cª sXd~c .¹?U 2Z`bg(cR?aogJT7a`bg 0FXue j3T7cl`bcaXdQn3R<iTWa`bR<c`¥g(n3XdQAR<QVXue ° !C " 1j]3 N' "# I3'e " 6O(3 )(*p! )( U W e N1"#[!] W $N# ]* 1`! )(* p#"$\ 1"#[ '(*"3 $ (p" )(*p 6E Ne${
(142) 611 ]3 ; $1"* p ]3 N{ A) N"# "{p"# 3N1 8] W$* = ]3 W D2 * '(~ (3 & 3 ' (3 N${ ( e"h ] "N $ )(*{ j )(*mN"#96Qp 8U )( U ' A3NdP8 ep ' N" )(*gWM )( "B
(143) g "%"{'j
(144) #" ' A) N"# $ 1v
(145) 7´ 3°/µ§ - /F´3 0¢ ª!¤kaX(fXdgc3XdgehaassC/X`¥gZ.nFC7TWnFB Xd2QZR?(n`baa`bsR?c!TWcAR?XJQhFT7asVXnibfCXon:RWe_TWT7aibXS<R?gQ`bcF`bapJsCX V as`¥c3XpJibnCfFQe Xu`bpJcX>SxXue a`bscXS Q XTW0FcFcT7Xdib Vg`bXdghc aQgZXd<nXuQTWX>ibggXdc `baaXrgee T7'X 30FcR7<`baX<X T?m?e fF<TWT7g`c aU+TWXdS<(XdgraoR?c+AR<R<aQX VhT7fc iT`bj<VTWg(n3R<`¥c~QaJT7lbzuc ahn e XdaUTW`bAi 4£`bah`¥g }~| T7cFe cCR<a }~|1j£(s`ps ZXfn eT7aX`bc asX 3 ;- /3]4´F3 0¢@ & ("3 1 W "@'Q$ O(* W >nA3TrzUlTe >Zn&TuzlT 2 3T <657>l¤ t!6 $ ' K5R<5UT } 5!R . ¤ T MR& XR $ 3 ;] \eU$+pU p"# 'Q$ U ;j [ )( $ ; ;N1" 2 "$ K $ . . . . RTSQURHV.
(146)
(147) !#"$#%&' )(* $. zu. 'p p"# )\ e ;] 'Q$D]*$ ; $3 4`R & <%b e};| : s ( "$m]*$ ;<3| }~rS| s rSR s R K % . }~| < WT 'S4 R T(U <D2 $| rS(p"s f <3W| (h$ 4`RC3. <3| rSs 2 f C3.A<D|2 3 ;] *q#1`\ ; ] 'Q$ ' KN_rSsQRK 1" pe W X $ W '] ; $ I$gNAI R?Qo¹. aesm Xjk2 T<gae>QJqJT7fagXdaS<XdhV`bX>ccaru j7aZXdnlXy\sFTrZ?R<XfpisCe|R<QgXdX>gc fibT|aNpJ`bcfQT7?cXueT7ibgaXuXdTWQQUcFpTWs1aj `b<(X(sa`R\pshasZX$Xn3QR?XdibnF`¥X>R?<gUXT7ib`bgNgNRWVR<l {Qn:X(T7cFcFT7e aflbzrQUTWYpniA4 .3 ;- /34] ´F30¢$ @ ' R <SzU(3T $R ;DT ~e R ^ _ b Te<D/ |ZTe$ }~| N"B$ )(*g ; Npe" T T $ 3 ;] $ Q N] ; K R5K . e2!4`R TWQS<V^ `bc N^ _#.AK2s b s c)} | .AKgf?< | 2T Kfh< |3 i 4 %R @.A<D|2Sf _ .AK 2Of c}~|Z. K fh<3|32pTeK f <3| i 4`R Z. <3|Z2Sf l @.AK 2Zb5c1CD.AK 2T <3|%fhK i n3V 3 ; ] $N(1
Documents relatifs
Mais elle y occupait une place modeste : il faudra la liberté et le goût de la transgression du roman en langue vulgaire pour que la situation soit renversée :
Les thèmes majeurs (tab.5.4) abordés par les îliens interrogés sont, pour la grande majorité, les mêmes sur toutes les îles : ils concernent les usages anciens
Chez l’Homme, les segments de gène V H ont été classés en sept familles (la famille 7 n’est pas représentée ici car aucun segment fonctionnel n’y a été décrit) qui ont
Le Négus consacra une énergie considérable en vue de gagner cet appui international, mais, malgré la force de son discours prononcé en juin 1936 devant ses pairs à la tribune de la
In this paper, we propose a novel approach based on the barycentric coordinates of automatically tracked 2D facial landmarks from videos to objectively evaluate the facial
Dirk Obbink (dir.), Doctrine and Doxography. Studies on Heraclitus and Pythagoras, Berlin / Boston, De Gruyter, 2013, p.. et le logos auquel les hommes devraient accorder
Les exorcismes ne sont pas publics, les sœurs noires elles-mêmes sont tenues le plus possible à l’écart, et c’est chaque fois Jeanne qui force les choses pour que, finalement,
Toute- fois, d’autres marqueurs des cellules POMC tels que NeuroD1 n’ont pas été induits dans cette expérience, ce qui indique que Tpit suffit in vivo pour provoquer la
