A generalized Swendsen-Wang algorithm for Bayesian nonparametric joint segmentation of multiple images

Texte intégral

(1)Open Archive TOULOUSE Archive Ouverte (OATAO) OATAO is an open access repository that collects the work of Toulouse researchers and makes it freely available over the web where possible.. This is an author-deposited version published in : http://oatao.univ-toulouse.fr/ Eprints ID : 18924. The contribution was presented at ICASSP 2017 : http://www.ieee-icassp2017.org/ To link to this article URL : http://dx.doi.org/10.1109/ICASSP.2017.7952483. To cite this version : Sodjo, Jessica and Giremus, Audrey and Dobigeon, Nicolas and Giovannelli, Jean-François A generalized Swendsen-Wang algorithm for Bayesian nonparametric joint segmentation of multiple images. (2017) In: 42nd IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP 2017), 5 March 2017 - 9 March 2017 (New Orleans, United States).. Any correspondence concerning this service should be sent to the repository administrator: [email protected].

(2)

(3) +==.'$F 8)08 31F?):+DF.:+5?= 31F .'82$=F8&.-+86 $6)F+$6<6E8.=F.8A$66+22. 3F T. !F#7/BF 9;*,%@CF!FF

(4)

(5) . F"%4,7(,F;%7(, " !"F"9@49@>,F

(6) F"9@49@>,F;%7(,. . " xF:Z:c5UHs:9x-p:Z9f:Z /5ZFx-0x5UF_cHgGXxHfxac_a_f:9x;`cxgG:x N_HZgxf:FX:Zg5gH_Zx_;x5xf:gx_;xXlUgHaU:xHX5F:fxfG5dIZF xHZxa5cg x5ZxlZt Q[_pZxZlX6:cx_;x8_XX_Zx8U5ff:f x.G:x8U5ffxU56:Ufx5c:x5xaeH_cHxX_9t :U:9x6rx5x8_X6HZ5gH_Zx_;xgG:xGH:c5c8GH85UxHcH8GU:gxac_8:ffx )+x 5Z9xgG:x+_ggfxX_9:U x.G:x )+x5UU_pfxgG:xZlX6:cx_;xc:FH_ZfxHZx:58Gx HX5F:x5Z9x8U5ff:fxg_x6:x5lg_X5gH85UUrxHZ;:cc:9xpGHU:xgG:x+_ggfxX_9:x :Zfmc:fxfa5gH5UUrx8_ZfHfg:Zgxf:FX:Zg5gH_Zf x_Xa5c:9xg_x5x8U5ffH85Ux H66fxf5XaU:c xgG:x-0x:Zxflc:fx5x6:gg:cx:qaU_c5gH_Zx_;xgG:xa_fg:cH_cx 9HfgdI6lgH_Zx_;xgG:xU56:Uf x._x5n_H9xU56:UxfpHg8GHZFxHffl:f x gG:x6:fgx a5cgHgH_ZxHfx:fgHX5g:9xlfHZFxgG:x5GUfx8dIg:cH_Z x !X5F:xf:FX:Zg5gH_Z x5r:fH5ZxZ_Za5c5X:heH8f x HcH8GU:gx+c_8:ff x-p:Z9f:Z /5ZFx5UF_cHgGX x+_ggfxX_9:U x

(7)

(8) !Zxn5cH_lfx8_Xalg:cxnHfH_Zx5aaUH85gH_Zfxc5ZFHZFxE_XxX:9H85Ux:ZFHt Z::cHZFx g_x 5cgGx _6f:co5gH_Z x HX5F:x 8U5ffHB85gH_Zx G5fx 6::Zx fG_pZx g_x6:x5x8cl8H5Uxac_8:ffHZFx pGH8GxfgHUUxX_gHn5g:fxZlX:c_lfxc:f:5c8Gx p_cRf x 0G:Zx 5Z5UrsHZFx5x8_UU:8gH_Zx_;x $xHX5F:f x gG:xHZ;`cX5gH_Zx fG5c:9x5X_ZFxgG:f:xHX5F:fx85Zx6:x:qaU_Hg:9x6rx8_Z9l8gHZFx5xN_HZgx f:FX:Zg5gH_Z x!gxHfx:qa:8g:9xg_xac_nH9:xX_c:xc:UH56U:x8U5ffHB85gH_Zx c:flUgfxgG5Zx$xHZ9HnH9l5Ux8U5ffHB85gH_Zfx_a:c5i:9x_Zx:58GxHX5F:xf:a5t c5g:Ur x'_e:xae:8Hf:Ur x5xN_HZgxf:FX:Zg5gJ_Zx8_ZfHfgfxHZx9HnH9HZFx:58Gx HX5F:xHZg_x>?MOx Px x x x$xG_X_F:Z:_lfxc:FH_Zfx5Z9xFc_laHZFx gG:x c:FH_Zfx gG5gx fG5c:x 8_XX_Zx 8G5c58g:cHfgH8fx HZx %x 8U5ff:f x .G:x ZlX6:cx_;x8U5ff:fxHfxX_fgUrx8_ZfH9:c:9xRZ_pZ x 6lg x ;`cxX_c:xk:qt H6HUHgr xgG:x:fgHX5gH_Zx_;x%x 85Zx6:x5Uf_x_;xHZg:c:fg x fgHX5gHZFxgG:x _agHX5UxZlX6:cx_;x8U5ff:fx85Zx6:x;`cXlU5g:9x5fx5xX_9:x_c9:cxf:t U:8gH_Z x.GHfxHffl:xG5fx6::Zx599c:ff:9x;ÙU_pHZFxn5cH_lfx5aac_58G:fx HZxgG:xUHg:c5glc: x*Z:xa_alU5cx5aac_58Gx8_Z9l8g:9xpHgGHZx5x5r:fH5Zx E5X:p_eRx8_ZfHfgfxHZxf5XaUHZFxgG:xN_HZgxa_fg:xcHx_cx9HfgcH6lgH_Zx_;xgG:x U56:Ufx5Z9xgG:xZlX6:cx_;x8U5ff:fx6rxc:f_cgHZFxg_xc:n:cfH6U:xNlXafx6:t gp::Zxfa58:fx_;x9H@:c:Zgx9HX:ZfH_Zfx3V4 x '_c:xc:8:ZgUr x5r:fH5ZxZ_Za5c5X:gcH8xX_9:UfxG5n:x6::Zx59n_t 85g:9xg_x_n:c8_X:xgG:x8_Xalg5gH_Z5Ux6le9:Zxe:blHc:9x6rxc:n:cfH6U:x NlXax 5UF_cHgGXf x !Zxa5ciJ8lU5e x gG:x HcH8GU:gxac_8:ffx )+x 34xG5fx 6::ZxfG_pZxg_x6:xp:UU flHg:9x;`cxf:FX:ZgHZFxHX5F:fxpHgG_lgxRZ_pt HZFx5xaeH_cHxgG:xZlX6:cx_;x8U5ff:f x _p:n:c xgG:x+x85ZZ_gxX_9:x fG5c:9x 8U5ff:fx 6:gp::Zx gG:x HX5F:fx g_x 6:x f:FX:Zg:9 x fx 5Zx5Ug:ct Z5gHn: x gG:xGH:c5c8GH85UxHdI8GU:gxac_8:ffx )+xHZgc_9l8:9x6rx.:Gx 34x 85Zx 6:x8_ZfH9:c:9 x:Z:BgKZFx E_Xx gGHfx ;`cX5UHfX x gG:x ZlX6:c YLux _;xc:FH_ZfxHZx:58GxHX5F:xPx x x x$x5Z9xgG:xZlX6:cx%x_;x 8U5ff:fx85Zx6:x:fgHX5g:9xHZx5ZxlZfla:cnHf:9x'_Zg:x5cU_xf5XaUHZFx ac_8:9lc: x *1.&( 1*1%1*,''&)+101+1 1

(9) 1'(&+1%&1

(10) 1. :r_Z9xgGHfx5lg_X5gH8xf:U:8gH_Z x 5xR:rx;:5jmc:xpG:Zx9:fHFZHZFx 5xf:FX:Zg5gH_Zxac_8:9lc:xHfxg_xac_X_g:xgG:xG_X_F:Z:Hgrx_;xgG:x8_Zt fH9:c:9x HX5F:f x 1IgGHZx 5x fg5gHfgH85Ux E5X:p_cR x '5cR_nx c5Z9_Xx B:U9fx ',x 3 x 4x G5n:x 6::Zx 5x a_alU5cx X_9:UHZFx g_x :Zflc:x gG5gx Z:HFG6_cHZFxaHq:UfxG5n:xGHFG:cxac_656HUHgrxg_x6:x5ffHFZ:9xg_xgG:xf5X:x 8U5ff x._x599c:ffx6_gGx _c9:cxf:U:8gH_Zx 5Z9xfa5gH5UxfX__gGZ:ff x p:x ac_a_f:9x HZx 34x 5x aeH_cx X_9:x 8_X6HZHZFx gG:x )+x 5Z9x gG:x +_ggft ',xX_9:xg_xN_HZgUrxf:FX:Zgx5x8_UU:8gH_Zx_;xf:n:c5UxHX5F:f x rx 59_agHZFxgGHfx5aac_58G x5r:fH5ZxHZ;:c:Z8:x_;xgG:xa5c5X:g:cfx_;xHZt g:c:fgx85ZZ_gx6:xa:c;`cX:9x5Z5UrgH85UUrx5Z9x 8_Zf:bl:ZgUr x 5xH66fx f5XaU:cx p5fx 9:cHn:9 x .G:x X:gG_9x p5fx 5aaUH:9x _Zx 5x g_rx :q5XaU: x _p:n:c x c:f_cgHZFx g_x gGHfx f_ 85UU:9x + ',x X_9:Ux g_x 5Z5Urs:x HX5F:fx_;xfHFZHB85ZgUrxGHFG:cxfHs: x: F x:qgc58g:9xE_XxgG:x&56:U':x 95g565f: xU:59fxg_xf:n:c:x8_Xalg5gH_Z5UxHffl:fxpG:ZxlfHZFxgG:x8cl9:x HZfg5Z8:x _;x H66fx f5XaU:cx 9:n:U_a:9x HZx 34 x .GHfx a5a:cx fa:8HBt 85UUrxac_a_f:fx5Zx5UF_cHgGXH8xfgc5g:Frxg_x5UU:nH5g:xgGHfx9H<C8lUgrx6rx 5xgp_DU9x8_ZgcH6lgH_Z xHcfg xHgxHXaU:X:Zgfx5xac: f:FX:Zg5gH_ZxHZg_x fla:e aHq:Ufx pGH8Gx c:9l8:fx gG:x 8_XaU:qHgrx _;xgG:x ac_6U:X x .G:Zx Hgx9:cHn:fx5xF:Z:c5UHs:9x-p:Z9f:Z /5ZFx-0x34x65f:9x5UF_cHgGXx ;`cxgG:x + ',xX_9:U x!gx8_ZfHfgfxHZxHZgc_9l8HZFx#HZRxn5cH56U:fx6:t gp::ZxaHq:Ufx_;xgG:xf5X:xc:FH_ZfxgG:f:xUHZSxn5cH56U:fx9_xZ_gxX_9H;rx gG:xa_fg:cH_cx9HfgcH7mgH_Zx6lgxgG:rx85Zx6:x:A8H:ZgUrxf5XaU:9xN_HZgUrx pHgGxgG:xn5cH56U:fx_;xHZg:e:fgxpGH8Gxfa::9fxlax8_\o:eF:Z8: xHZ5UUrx 5Z_gG:cx8_ZgcH6lgH_ZxHfxg_x8_ZfH9:cxgG:x5GUfx8cHg:cH_Zxg_xHZ;:cxgG:x _agHX5Uxa5cgHgH_ZxpHgGHZxgG:xf5XaU:9x_Z:f x .G:xf:bl:Ux_;xgG:xa5a:cxHfx_cF5ZHs:9x5fx;ÙU_pf x-:8gH_ZxxHZt gc_9l8:fxgG:xac_a_f:9xaeH_cxX_9:U x.G:x )+x5Z9x+_ggfxX_9:x5c:x 9:f8dI6:9x5Z9xgG:xacH_cx9HfgcH6lgH_Zfx5c:xac_nH9:9 x!Zx-:8gH_Zx xgG:x -0x5UF_cHgGXxHfx9:g5JU:9x5Z9xgG:xf5XaUHZFx:bl5gH_Zfx5c:x9:cHn:9 x ,:flUgfx_6g5HZ:9x_Zx5xf:gx_;xf:n:c5UxHX5F:fx5c:xac:f:Zg:9xHZx-:8gH_Zx x5Z9x8_Z8Ul9HZFxc:X5cRfx5c:xc:a_cg:9xHZx-:8gH_Zx x

(11) "

(12) " " ""! "" &:gxlfx8_ZfH9:cx5xf:gx_;x$xHX5F:fx" g_x6:xN_HZgUrxf:FX:Zi:9x Px x x x$ x._xc:9l8:xgG:x8_Xalg5gH_Z5Ux8_fgx9l:xg_xf5XaUHZF 65f:9x :qaU_c5gH_Z x 5x8_XX_Zx5aac_58Gx8_ZfHfgfxHZxBcfgx9HnH9HZFx:58GxHXt 5F:x" Px x x x$x HZg_x( fla:c aHq:Uf x.G:x_6f:cn5gH_Zx5ft f_8H5g:9xpHgGxgG:xfla:c aHq:Ux]x F x x x( xHZxHX5F:xPxHfx9:t Z_g:9x2L^x5Z9x5fflX:9xg_x6:x9HfgcH6lg:9x588_c9HZFxg_x5x9HfgcH6lgH_Zx =xa5c5X:g:cHs:9x6rx^ xH :x wx 2L^W^x =2L^W^

(13) .G:xe:FH_ZxU56:Ux5ff_8H5g:9x pHgGxgG:x]gGxfla:c aHq:UxHZxgG:xPgGx HX5F:xHfx9:Z_g:9x^vx !Zx5xFHn:ZxHX5F: x5xf:gx_;xfla:e aHq:UfxgG5gx5e:x 1++' "!#*!$+,!* &+1++1+1')&'&*1!&)+#1*1!*&1-!11)+!01''!1+&1+1 '/!*1.

(14) . ze¡~\~f\r¡fw¡e\¡ke¡fuSd\¡f¡Sfdw\Y¡{¡e\¡e¡\df{w¡f¡~{ ~{f{wSr¡{¡e\¡wuU\¡J ¡{^¡~\~f\r¡fw¡eS¡\df{w¡;¡VSw¡Sr{¡ U\¡Sfdw\Y¡{¡S¡w\¡\df{w¡

(15) ~{~{f{wSrr¡{¡T*¡. & & Gfu~rffV¡\Su~r\¡{^¡j{fw¡\du\wSf{w¡ fe¡>¡/¡ "¡SwY¡ ?¡/¡ %¡ He\¡ \df{w¡ fw¡ \SVe¡ fuSd\¡ S\¡wuU\\Y¡ SwY¡e\¡V{r{¡ fY\wf^¡e\¡VrS\¡;¡VSw¡U\¡w{fV\Y¡eS¡e\\¡f¡S¡Yf`\\w¡wuU\¡ {^¡\df{w¡fw¡\SVe¡fuSd\¡SwY¡{u\¡\df{w¡fw¡e\\¡fuSd\¡VSw¡U\¡ Sfdw\Y¡{¡e\¡Su\¡VrS ¡Ve¡S¡\df{w¡%¡fw¡fuSd\¡ ¡SwY¡\df{w¡$¡ fw¡fuSd\¡" ¡U{e¡Sfdw\Y¡{¡VrS¡ef\¡ Sfdw\Y¡e\¡Su\¡\df{w¡rSU\r¡Sr\¡f¡\^\\Y¡{¡S¡S¡\df{w¡0¡S¡ efde\¡r\\r¡{^¡e\¡u{Y\rfwd ¡e\¡VrS¡rSU\r¡{^¡e\¡e¡\df{w¡fw¡e\¡ ke¡fuSd\¡f¡Y\w{\Y¡Z ¡ He\¡fuSd\¡S\¡Su\Y¡{¡eS\¡S¡u{¡ ?¡YffwV¡VrS\¡e\\¡e\¡ne¡VrS¡f¡Y\aw\Y¡S¡e\¡V{rr\Vf{w¡{^¡ Srr¡\df{w¡Sfdw\Y¡e\¡VrS¡rSU\r¡Sr\¡n¡0w¡\Su~r\¡f¡e{w¡{w¡ ad\¡¡ 0rh¡~\~f\r¡k

(16) ¡ Sfdw\Y¡{¡e\¡ne¡VrS¡n¡/¡

(17) ¡¡

(18) ¡?¡ eS\¡e\¡Su\¡~SSu\\¡\V{¡ /¡ .q He ¡ Suiwd¡~f{¡ fwY\~\wY\wV\¡U\\\w¡e\¡VrS\ ¡ e\¡uSdfwSr¡YffUf{w¡{^¡e\¡ ~\~f\r¡¡/¡ N L o¡ VSw¡U\¡f\w¡S¡. . .

(19) . . e\\¡L o¡/¡ < ¡k

(20) ¡ 6¡ 1q¡f¡e\¡\¡{^¡~\~f\r¡Sfdw\Y¡ e\¡ne¡VrS¡rSU\r¡fe¡ 1q¡/¡ k

(21) zsZ Wlx¡ /¡ n¡SwY¡ f¡e\¡ ~f{¡YffUf{w¡{^¡e\¡~SSu\\¡.q¡n¡/¡

(22) ¡¡

(23) ¡? ¡ & ""& "$&!" ##& A\¡7 Y\w{\¡e\¡wpw{w¡~{USUfrf¡YffUf{w¡{^¡e\¡~SSu\ \¡\V{¡y¡ {^¡e\¡ke¡fuSd\¡¡/¡

(24) ¡¡

(25) > ¡ ¡GfwV\¡e\¡wuU\¡ {^¡VrS\¡f¡Su\Y¡{¡U\¡wpw{w ¡e\¡~SSu\\¡y¡ VSw¡Sp\¡S¡ ~f{f¡Sw¡fwawf\¡wuU\¡{^¡Sr\¡Hef¡wSSrr¡fwYV\¡S¡w{w~SS u\fV¡~f{¡u{Y\rfwd¡b¡7 ¡9\\ ¡ \\Sr¡~SSu\\¡\V{¡VSw¡ Sp\¡e\¡Su\¡Sr\ ¡ e\wV\¡7 e{rY¡U\¡YfV\\¡0¡{rf{w¡f¡{¡ Su\¡eS¡7 f¡YffU\Y¡SVV{Yfwd¡{¡S¡4ffVer\¡~{V\¡4E ¡ He\¡rS\¡Y\~\wY¡{w¡S¡VSrS¡~SSu\\¡T¡SwY¡S¡US\¡u\S\¡7*¡. I ¡ . SwY¡. 7 /¡. . . . . fe¡ ¡ e\¡ ~SSu\\¡ \V{¡ {^¡e\¡e¡ \df{w¡ fw¡ e\¡ ke¡ fuSd\¡ B{\¡~\Vf\r ¡ ^}¡ Shr¡~\~f\r¡ Ve¡eS¡ 3 /¡ \¡eS\¡ y¡/¡ ¡ ;w¡ ! ¡ 7 f¡Sw¡fwawf\¡u¡{^¡4fSV¡u\S\¡{w¡e\¡ ¡ \fde\Y¡ U¡ I ¡ H{¡ Srr{¡ VrS\¡ {¡ U\¡ eS\Y ¡ Srr¡ e\¡ Yf fUf{w¡ 7 e{rY¡ eS\¡ V{uu{w¡ S{u¡ .q He\¡ SY{~\Y¡ {r f{w¡V{wf¡{^¡Y\awfwd¡7|¡S¡S¡YfV\\¡u\S\¡V\w\\Y¡{w¡e\\¡ S{u¡ .q He\\¡ rS\¡ S\¡ wpw{w¡ SwY¡ Su\Y¡ fwY\~\wY\wr¡ YfgU\Y¡ SVV{Yfwd¡ {¡ S¡ ~{USUfrf¡ u\S\¡:¡ fe¡ ~{USUfrf¡ Y\wf¡cwVf{w¡S¡fw{YV\Y¡fw¡ ¡GfwV\¡e\¡wuU\¡{^¡VrS\¡ ?¡f¡~~{\Y¡wpw{w ¡S¡4E¡f¡Ve{\w¡S¡~f{ ¡f\ ¡. (q ¡ . 7| ¡ 5F

(26) :¡. SwY¡. 7|¡/¡. . 0w¡fw\\fwd¡~{~\¡fe¡e\¡SU{\¡Y\VfU\Y¡u{Y\r¡f¡eS ¡ df\w¡ e\¡\df{w¡ rSU\r¡{^¡e\¡{e\¡~f\r ¡ e\¡~{USUfrf¡ eS¡e\¡. F¡¡3 ¡X ¡ ]¡ . Jm¡ f^+v<¡

(27) f^¡/¡. fe¡X- /¡ ¡3 ¡sz¡/¡

(28) ¡¡

(29) ¡C

(30) ¡ ¡Ke\w¡V{wfY\fwd¡e\¡ e¡\df{w¡fw¡e\¡ke¡fuSd\ ¡{¡VS\¡S\¡Sr{¡~{fUr\*¡ f¡VSw¡\fe\¡ U\¡Sfdw\Y¡{¡Sw¡\ffwd¡VrS¡n¡~{~{f{wSrr¡{¡vq¡{¡{¡S¡w\¡ {w\¡~{~{f{wSrr¡{¡ ¡ e\\¡v¡q¡f¡e\¡wuU\¡{^¡\df{w¡{^¡Srr¡ e\¡fuSd\¡Sfdw\Y¡{¡VrS¡n ¡f\ ¡ f^ n+¡?¡ f^¡n¡/¡ n

(31) . < e\\[ /¡ Z sk¡ /¡ t

(32) ¡¡

(33) >,¡ /¡ t

(34) ¡¡

(35) v , k

(36) ¡ k

(37) ¡¡¡He\¡~f{¡ ¡fwYV\Y¡U¡e\¡9DE¡b¡e\¡\¡{^¡\df{w¡rSU\r¡ X¡/¡ ¡3 /¡

(38) ¡¡

(39) ¡>,¡/¡

(40) ¡¡

(41) ¡C ¡SwY¡e\¡\¡{^¡VrS¡rSU\r¡ [¡/¡ Z s=¡/¡

(42) ¡¡

(43) ¡>,¡¡/¡

(44) ¡¡

(45) v<¡Y\~\wY¡{w¡e\¡f\¡{^¡e\¡ \df{w ¡ e\¡wuU\¡{^¡\df{w¡~\¡VrS¡SwY¡e\¡{\Srr¡wuU\¡{^¡ \df{w¡Y\w{\Y¡v¡¡;¡VSw¡U\¡f\w¡M#P*¡ X

(46) R¡ Q¡ . T|¡ T| C T|¡. . . . . <O # ¡. & $$#& & He\¡E{¡ u{Y\¡ f¡ S¡ ~f{¡ {w¡ e\¡ VrS¡ rSU\r¡ M)P¡ Kfe¡ e\¡E{¡ u{Y\ ¡ e\¡ fuSd\¡ f¡ \Y\aw\Y¡ fwd¡ S¡ w\fdeU{fwd¡ \u¡ {w¡ e\¡ ~f\r¡Hef¡u{Y\¡Srr{¡e\¡e{u{d\w\f¡{^¡e\¡VrS\¡{¡U\¡~\ \\Y¡U¡_{fwd¡eS¡S¡df\w¡~f\r¡SwY¡f¡w\fdeU{¡eS\¡e\¡Su\¡ VrS¡ ;¡ VSw¡ U\¡ w{fV\Y¡ eS ¡ fefw¡ S¡ ~\~f\r¡ ^}uSrfu ¡ {¡ ~\~f\r¡S\¡Y\aw\Y¡S¡w\fdeU{¡f^¡e\¡eS\¡S¡V{uu{w¡fYd\¡ He\¡E{¡~f{¡f\¡. e\\¡z¡ ¡ u\Sw¡eS¡~\~f\r¡ f¡S¡w\fdeU{¡{^¡z¡SwY¡¡f¡ e\¡@{w\Vp\¡uU{r¡ & $&!" "&#$"%$ & He\¡~{~{\Y¡~f{¡YffUf{w¡f¡ F¡X

(47) ¡¡]¡ ¡X

(48) ¡¡X

(49) ¡ ¡. & ¡. ;¡V{wf¡{^¡S¡V{uUfwSf{w¡{^¡S¡dr{USr¡~\wSrfSf{w¡ ¡SwY¡S¡r{VSr¡ {w\¡¡e\\¡ ¡\w\¡eS¡e\¡wuU\¡{^¡\d¡f{w¡SwY¡VrS\¡Y{¡w{¡ w\\Y¡{¡U\¡S¡~f{f¡a\Y¡SwY¡_{¡~SfSr¡e{u{d\w\f¡

(50) & . ;w¡~S¡Y\¡{¡e\¡w{w~SSu\fV¡wS\¡{^¡e\¡~{\f{¡YffUf{w ¡ w{¡ Vr{\Y^}u¡ \~\f{w¡ {^¡e\¡ 2S\fSw¡ \fuS{¡ VSw¡ U\¡Y\ f\Y¡H{¡S~~{fuS\¡e\\¡\fuS{ ¡S¡8fUU¡Su~r\¡S¡Y\f\Y¡ fw¡ M'P¡ 9{\\ ¡ S¡w{fV\Y¡ \Srf\ ¡ e\¡ 8fUU¡ Srd{feu¡ eS¡ ~{{¡.

(51) . . . . . . . . . . . .

(52)

(53)

(54) . . . . . . . ¼¾WWWWWWW¾¾ W+¾. . . . . . ¼¾WWWWWWW¾¾ W+¾ . . . . . . . .

(55)

(56) . KfrXaur¾sf¾[auuX¾auuZ¤u¾j¾sf¾u ¾u¾[X¾Zf¾u[fa¾ sX¾ [auuX¯¾ ¾sf¾Xuu ¾ sf¾u¾Xf¾ uaffaf¾ j¾sf¾ Zf¦Xu ¾ Hg

(57) b

(58) °¾/¾Hg¾Ms¤ ¾ j¾Xz¾¤fu¬f ¾ sf¾u¾[X¾Zf¾uaffaf¯¾Xfa¾X[[aur¾¾& ¾. . . . . . . . . .

(59)

(60)

(61) .

(62)

(63)

(64)

(65) . . . . . .

(66) . "¾9¬Xf¾j¾u¾Xfa¾©usu¾sf¾<LN¾Xrus¾Msf¾ aXsfa¾ uf¾ afuu¾ sf¾ fru¾ u¾ sf¾ uXrf ¾ sf¾ su[¾ uf¾ Xf¾ u¾Xa¾sf¾[¾fff¾sf¾[Xf¾E¾n¾uf¾sf¾Xuu¾ sX¾[X¾Zf¾ZXufa¾Z¯¾Xurur¾u¾¯¾ZXfa¾¾[Xf¾Xa¾sf¾ X¾sf¾u¾ZXufa¾ZXfa¾¾sf¾fru¾XZf¾ u¬ur¾fuf ¾ ©su[s¾u¦Xf¾sf¾fa¾[uZ¤u¾Msf¾ rffXu±fa¾ L©fafOXr¾ <LN ¾ Xrus¾ af[uZfa¾ u¾ ©sX¾ o©¾Xu¾X¾u¦ur¾sf¾f¬Xu¾j¾sf¾fu¾auuZ¤µ v¾R( ¾T¾

(67)

(68) . . . Msf¾L©fafOXr¾ Xrus¾ua¤[fa¾u¾ R{T¾Xa¾rffXu±fa¾ u¾R#T¾u¾X¾Xf¾afu¦fa¾p¾sf¾I¾af¾¾f¥f¾X¾f¾fj¶ n[uf¾f¬Xu¾j¾sf¾fw¾auuZ¤u¾j¾sf¾XZf¾=ff ¾u¾ u¾XaXfa¾¾sf¾=8II¾af¾;u ¾r¤¾j¾¤fu¬f¾Xf¾ ofa¾¤ur¾Xf¾¦XuXZf¾Msf¯¾Xf¾afnfa¾X¾j©)¾ /¾ ¾ uj¾¤fu¬f¾¾Xa¾u¾uXrf¾|¾Xf¾ufa¾Xa¾ /¾¾sf©uf¾ Msf ¾ ufa¾ ¤fu¬f¾ Xf¾ r¤fa¾ u¾ u[¤f¾ Xa¾ sfu¾ XZf¾ Xf¾ u¤Xf¤¯¾ ¤aXfa¾ Cf¦f ¾ sf¾ ua¤[u¾ j¾ sff¾Xf¾¦XuXZf¾s¤a¾¾auj¯¾sf¾[faur¾XruXµ u±fa¾ fu¾ auuZ¤u¾ j¾ sf¾ XZf ¾ uf ¾ B Jg

(69) b

(70) °¾ /¾ g

(71) ¾b°¾©us¾¾/¾³ |¾/¾

(72) ¾¾

(73) ¾

(74) ¾/¾

(75) ¾¾

(76) ¾D´¾Lu[f¾ ©¾f¾j¾XZf¾sX¦f¾Zff¾ua¤[fa¾u¾sf¾[f¬¾j¾}u¾frµ fXu¾ [uaffa¾ u¾su¾ Xf ¾ Xf¯¾ g¾Xa¾ X¾ uX¾ u¤f¾ ¾ Xaaf¾ u¾ ¾ uafuq¾ [auuX¯¾ ¾ ©su[s¾ j¾ sf¾ sf¾ u¾s¤a¾Zf¾Xfa¾ 1¾ n¾ ¤u¾ ©¤a¾ [u¾ j¾ ua¤[ur¾ sf¾ u¾ ©us¾ ff[¾ ¾ sf¾ [X¾ Xurf¾ =©f¦f ¾ u[f¾ aumff¾ fru¾ [X¾ Zf¾ Xurfa¾ ¾ sf¾ Xf¾ [X¾ u¾ X¾ uXrf ¾ ¤fu¬f¾ j¾ aumff¾ fru¾ [¤a¾ Zf¾ Xfa¾ }u¯¾ ©su[s¾ u¾ ¾ afuµ XZf¾ 1¾ X¾ XfXu¦f ¾ sf¾ u¾ [X¾ X¾ Zf¾ ZXfa¾ ¾ sf¾ fµ ru¾ XZf¾ 3auuX¯¾ ¾ sf¾ Xuu ¾ sf¾ ZXZuu¯¾ sX¾ ©¾ ¤fu¬f¾ Xf¾ ¾ ufa¾ u¾ ©uf¾ HA §¾/¾ Fxg

(77) ¾b¾ i¾ h¾0%\

(78) \ ºc ]$

(79) c ]$ ¾ ©sff¾ ¹¾ u¾X¾XXff¾¾Zf Xe¤fa¾Lu[f¾u¬f¾u¾sf¾Xf¾fru¾f[fXw¯¾ Zfr¾¾sf¾ Xf [UX ¾º4

(80) 4 ºc ],

(81) c ], ¾/¾ ¾U¯¾©sf¾4/¾4 ¾ o©¾g

(82) ¾b¾/¾g¾Xa¾ H6A§¾/xg/¾ h¹º\

(83) 4 ¾. E[f¾sf¾u¾sX¦f¾Zff¾Xfa ¾ufa¾¤fu¬f¾Xf¾r¤fa¾ u¾u[¤f¾MsX¾¾sf¾L©fafOXr¾Xrus ¾sf¾Xµ Zf¾j¾sf¾fru¾Xf¾Xfa¾u¤Xf¤¯¾ j¾Xz¾u¬f¾u¾sf¾ Xf¾u[¤f¾>¾sf¾f¬¾XXrXs ¾sf¾j©ur¾Xu¾Xf¾ Xafa)¾ j¾sf¾s¾u[¤f¾u¾sf¾|s¾uXrf ¾sf¾[faur¾ f¾j¾¤fu¬f ¾sf¾f¾j¾fru¾XZf¾Xa¾sf¾f¾j¾Zf¦Xu¾ Xf¾affa¾5 !¾©us¾u±f¾?5A² ¾g !¾©us¾g !¾/¾³\ ¾ :¾ 5 !´¾Xa¾ P¾ ¾ff[u¦f¯¾ 1[[aur¾¾sf¾=GI¾u ¾ sf¾¤fu¬f¾u¾5 ²¾[X¾Zf¾Xµ urfa¾¾X¾f¬uur¾fru¾¾X¾f©¾f¾Msf¾[auuX¾ZXµ Zuu¯¾ j¾sX¦ur¾ g ¾/¾¡¾ *¾ u¾uX¾¾ sf¾ZXZuu¯¾ sX¾sf¾n¾¤fu¬f¾u¾5 !¾u¾Xurfa¾¾sf¾¡s¾fru¾¨¾ ¾ ¾ sf¾sf¾f[a¾ ¨ ½ ¾u¾sf¾X¾f¾ ¨-¢¾ ?5A!?¾ ¾> u¾X¾uX¾¾sf¾auuZ¤u¾j¾sf¾Zf¦Xu¾XX[sfa¾ ¾5 ¾[auuX¯¾ ¾sf¾Zf¦Xu¾XX[sfa¾¾¤fu¬f¾u¾ [X¾c £ ¾k¾P ¾?P¾2 ¾/¾k¾P

(84) ¾°¾2 ¾¾k¾ °¾2 ¾©us¾ sf¾ . . 1¾ r¾ X¾ ¯¾ sf¾ Xuu¾ Xf ¾ X¾ <LNZXfa¾ <uZZ¾ Xµ ur¾ [u¾ u¾ n¾ Xur¾ sf¾ u¾ ¾ Hg

(85) b

(86) ° ¾ sf¾ sf¾ fru¾ XZf ¾ g¾ Hg

(87) b

(88) °¾ Xa¾ nX¯¾ sf¾ [X¾ XZf¾

(89) Hbg

(90) ¾

(91) ¾

(92) >¾sf¾o©ur ¾sff¾[auuX¾auuZ¤y¾ Xf¾afYufa¾. . . f¾j¾¤fu¬f¾u¾[X¾c £¾f¬[f¾sf¾f¾u¾u[¤f¾5 ²¾ LuuX¯ ¾ sf¾ ZXZuu¯¾ j¾ sX¦ur¾ g¾/¾¡ u¾ uX¾ ! 7¾ ®¾ ¾ ®¾ ¾¸¾ ®¾ ?5A²¾ ¾Xa °¾x^ ¾/¾¡

(93) g

(94) b

(95) ° ZXufa¾Z¯¾ufrXur¾¤¾©usu¾Xz¾uZuuvf¾j¾sf¾[X¾sX¾ [X¾Zf¾Xurfa¾¾sf¾f©¾fru¾>¾j©¾. ©sff¾

(96) u¾sf¾f¾j¾¤fu¬f¾fursZ¾j¾sf¾¤fu¬f¾u¾ u[¤f¾5 !¾Xa¾ ! Hg~¾/¾¡ g~

(97) b

(98)

(99) °. i¾ 7¾ ?5A!?¾JP²g¾/¾¡. . !. !. ' ¾.

(100) g

(101) b

(102) ° . ©us¾. ©sff¾kP¾/¾lS@ kQ .·ª¾Vt`d_»« ¾sf¾ [Xf¾j¾X¾f©¾fru ¾sf¾Xurfa¾[X¾XZf¾u¾Xfa¾j©ur¾ ¾. uj¾¾/¾ .

(103) + "%! #+$+(+!''+!!+. ;®Ð p¦Ð °{mÐ ¦mz}Ð `cm®Ð °{mÐ ¦c`c}}°ÀÐ °{`°Ð °{mÐ

(104) §mz}Ð }Ð °{mÐ °{Ð}`zmÐd`ÐcmÐ`®®}zmhÐ°Ð`Ðm½}®°}zÐ d`®®Ð}®Ð¦¦°}`Ð°Ð °{mÐ¶cm¦Ð pÐ¦mz}®Ð`®®}zmhÐ°Ð°{mÐ d`®®Ð~°°}zÐ°{mÐ d®}hm¦mhÐmÐ>¹m¦®mÀÐ }°Ðd`ÐcmÐ`®®}zmhÐ°Ð`Ðm¼Ðd`®®Ð¼}°{Ð ¦c`c}}°ÀÐ¦¦°}`Ð°ÐÐm`h}zÐ°Ð Qªi±:ej\Á. +. ÍË n¾ Ð 2if( Ð qX±Ð EÐXÐ<7

(105) Ð }pÐÐTÐ J Ä }pÐÐ ¡

(106) ÊÐqÐX±.

(107). + & ) #+(+ *' #+'( "($&'+. FÐ `Ð =`Àm®}`Ð x`m¼¦Ð °{mÐ cm®°Ð`¦°}°}Ð }®Ðzmm¦`ÀÐ m®°}`°mhÐ ¶®}zÐ°{mÐ`§z}`Ð`½}¶Ð`Ð®°m¦}¦}Ðm®°}`°¦ÐD¼mºm¦Ð¼{mÐ td}zÐ °Ð °{mÐ `¦`m°¦}dÐ =`Àm®}`Ð hm®Ð °Ð ÀÐ °{mÐ ¼mÇ ¼Ð`cm®¼}°d{}zÐ¦cmÐ`ÀÐdd¶¦Ðc¶°Ð°{mÐ¶cm¦ÐpÐd`®®m®Ð º`§}m®Ð¼}°{}Ð°{mÐm½¦`°}Ð¦¶°}mÐ;Ð¦m`cm}zÐ}®Ð°{¶®ÐmmhmhÐ ¼{}d{Ð`ÀÐcmÐd¶°`°}`ÀÐ¦{}c}°}ºmÐ;Ð`°m¦`°}ºmÐd®}®°®Ð pÐh}§md°ÀÐd{®}zÐ°{mÐ`¦°}°}Ð°{`°Ð`½}}Âm®Ð°{mÐ®°m§}¦Ðh}®Ç ²§}c¶°}Ð D¼mºm¦Ð °{}®Ð®°¦`°mzÀÐhm®Ð°Ð°`mÐ}°Ð`dd¶°Ð`Ð°{mÐ ¨ d{m®®ÐpÐ°{mÐ}p¦`°}Ðhm®d¦}cmhÐcÀÐ°{mÐh}®°¦}c¶°}ÐpÐ}³m¦m®°Ð L°}º`°mhÐcÀÐ¶m¦¶®Ð¼§®Ð}Ð°{mÐ®°`°}®°}d`Ðd¶}°ÀÐZ 'Ð +]Ð °{mÐ`¦`d{Ð`h°mhÐ}Ð°{}®Ð`m¦Ðd®}®°®ÐpÐd¶°}zÐ`Ð°}`Ð `cmÐ`®®}zm°ÐcÀÐ®mmd°}zÐ°{mÐcm®°Ð`¦°}°}Ð}hmmhm°ÀÐpÐ°{mÐ d`®®Ð¶cm¦}zÐ}Ð°{mÐ®m®mÐ°{`°Ð}°Ð}}Âm®Ð`Ðz}ºmÐ®®Ðyd°~Ð Km°Ð¶®Ðhm³mÐ¬Ð Åi f(8Ð #ÐÐÐ ÐÐN ÆÐ °{m ®m°ÐpÐd`®®m®Ð`®®}zmhÐ°Ðm`d{Ð®¶m¦}½m®Ð}Ð°{mÐ}`zm®Ð¼}°{ÐÐ if( V{mÐ m®°}`°mÐSÐ}®Ðd{®mÐ{m¦mÐ`®Ð°{mÐmÐ}}}Â}z `Ð`¦¦}`°mÐH®®Ðyd°}Ð`®®d}`°mhÐ¼}°{Ð`¦°}°}®Ð`hÐhmvmh

(108) `®ÐZ 0]6Ð.

(109)

(110) .

(111) . + *Ð Kz`§}°{Ð pÐ°{mÐ ¦`}ÂmhÐ ®°m§}¦Ð h}®°¦}c¶°}Ð pÐ °{mÐ`cm®Ðd¦¦m®h}zÐ°Ð°{mÐ®`m®Ðc°`}mhÐ ¼}°{Ð°{mÐd`®®}d`Ð C}cc®Ð`hÐD?RCUWÐ`z¨°{®Ðhmmh}zÐÐ°{mÐ¶cm¦ÐpÐ°{mÐ }°m¦`°~Ð. ++ PÐ°{mÐv¦®°Ð}mÐ°{mÐ°¦¶mÐ}`zm®Ð`hÐÐ°{mÐ®mdhÐ}mÐ°{mÐ `¦°}°}Ðc°`}mhÐ¼}°{Ð°{mÐD?RR°°®CUWÐ`z§}°{Ð.

(112) . °Ðm`d{Ð®`mÐpÐ°{mÐD?RR°°®CUWÐ`z§}°{Ð c¶m Ð`hÐ°{mÐ®°`Ç h`¦hÐC}cc®Ðp¦Ð°{mÐD?RR°°®Ðhm_Ð c`d ÐF°Ðd`ÐcmÐ®mmÐ°{`°Ð°{mÐ m½¦`°}Ð hm¦}ºmhÐ cÀÐ °{mÐ d`®®}d`Ð C}cc®Ð `z¦}°{Ð }®Ð ®°¶dÐ }Ð `Ð d`Ð`½}¶Ðd°¦`¦ÀÐ°Ð°{mÐD?RR°°®CUWÐmÐ V{mÐcm®°Ð®mzm°`°}Ð}Ð°m¦®ÐpÐ?`{®Ðd§}°m¦}Ð}®Ð®{¼Ð}Ð vz¶¦mÐ +Ð V{mÐ ¦m®¶°mhÐ ®mzm°`°Ð °`m®Ð }°Ð `dd¶°Ð °{mÐ ®{`¦mhÐ d`®®m®Ð`®Ðm½md°mhÐD¼mºm¦Ð°{mÐ}`zm®Ð`¦mÐºm¦®mzm°mhÐ JÐ #3 Ð°{}®Ð`ÀÐcmÐh¶mÐ°Ð°{mÐtd°Ð°{`°Ð°{mÐ}`zm®Ð{`ºmÐ°ÐcmmÐ°`mÐ }Ð°{mÐ®`mÐdh}°}®Ð c¦}z{°m®®Ð®m®¦ÐÐ Ð `hÐ°{mÐ{}®°z¦`®Ð `ÀÐ°ÐcmÐ`Ð®¶ud}m°Ðhm®d¦}°¦Ð°Ðd{`¦`d°m¦}ÂmÐ°{mÐd`®®m®Ð. OµoÐµ|bµÐµ|¯ÐkorµÐ¯Ðo¤¸»boµÐµÐµ|oÐÃbµk«»oÐ¢«goÈ k¸«oÐ¢«¢¯okÐÐ["-^Ð. ;Ð`z¦}°{Ðp¦Ð®mzm°}zÐ}°ÀÐ¶°}mÐ}`zm®Ð}®Ð¦®mhÐ°Ð ºm¦dmÐ °{mÐ d¶°`°}`Ð }®®¶m®Ð md¶°m¦mhÐ ¼{}mÐ }mm°Ç }zÐ `ÐC}cc®Ð®`m¦Ðc`®mhÐÐ°{mÐ D?RR°°®ÐhmÐ}°¦h¶dmhÐ }Ð Z0]Ð F°Ðd®}®°®ÐpÐ`Ðm½°m®}ÐpÐ°{mÐ CUWÐ`z¦}°{Ð W{}mÐ°{mÐ +`¼®Ð°{mÐ¶cm¦ÐpÐd`®®m®Ð°ÐcmÐhm¦}ºmhÐ`¶°`°}d`ÀÐ °{mÐ R°°®Ð hmÐ m®¶¦m®Ð `Ð ®`°}`Ð {zmm}°ÀÐ }Ð m`d{Ð }`zmÐ `hÐ °{mÐ CUWÐ}¦ºm®Ð°{mÐm½¦`°}Ð®d{mmÐpÐ°{mÐ®°m¦}¦Ðh}®°¦}c¶°}Ð pÐ°{mÐ`cm®ÐPc°`}mhÐ¦m®¶°®Ð®{¼Ð°{`°Ð°{mÐD?RCUWÐ`z¦}°{Ð m½¦`°}Ð}®Ð¦mÐmud}m°Ð°{`Ð°{mÐd`®®}d`ÐD?RR°°®ÐmÐ Àm°Ð °{mÐ}pm¦mdmÐ}®Ð®m®}°}ºmÐ°Ð°ÐÀÐ°{mÐº`¶mÐpÐ°{mÐ{Àm¦`¦`mÇ °m¦®Ðc¶°Ð`®Ð°Ð°{mÐ¼`ÀÐpÐhm®d§}c}zÐ°{mÐc®m¦º`°}®ÐVÐºm§dmÐ °{m®mÐ}®®¶m®Ð ¼mÐ`¦mÐd¶¦¦m°ÀÐ}ºm®°}z`°}zÐÐ°{mÐmÐ{`hÐ°{mÐ¶®mÐ pÐ®m¥¶m°`ÐL°mÐ>`¦Ð®`m¦®ÐZ 4]Ð°Ð`l¶®°Ð°{mÐ{Àm¦`¦`mÇ °m¦®Ð¼{}mÐ®`}zÐ°{mÐ`cm®Ð¼}°{Ð°{mÐcm®°Ð{Àm¦`¦`m°m¦®Ð`hÐÐ °{mÐ°{m¦Ð{`hÐ°{mÐ¶®mÐpÐ¦mÐ¦mmº`°Ð`hÐ¦c¶®°Ðhm®d¦}°¦®ÐpÐ°{mÐ d`®®m®Ð mzÐ°{mÐ°m½°¶¦m Ð. . ¼}°{Ð. `§z~Ð. . Ì Î Ï

(113) £. . ©Ð. % Ð. `hÐ¬

(114) °{mÐºmd°¦Ð¬Ð`°Ð°{mÐ°{Ð}°m¦`°}ÐpÐ°{mÐD?RCUWÐ`z¦}°{Ð `hÐGÐ°{mÐ°°`Ð¶cm¦ÐpÐ}°m¦`°}®Ð`s³m¦Ð°{mÐc¶¦}Ðm§}hÐ V{mÐ `z§}°{Ð {`®Ð cmmÐ `}mhÐ Ð °{¦mmÐ }`zm®Ð IÐ ) Ð pÐ °{mÐ K`cmLmÐ h`°`c`®mÐ pÐ ®}ÂmÐ &,/Ð ¿Ð &,/Ð A`d{Ð }`zmÐ {`®Ð cmmÐ ¦mÇ ®mzm°mhÐ}Ð`¦½}`°mÀÐ,Ð®¶m¦}½m®Ð¶®}zÐ°{mÐUKF>Ð`zÇ ¨°{ÐZ 1]Ð;Ðc®m¦º`°}Ðp¦Ð`Ð®¶m¦}½mÐ}®ÐhmvmhÐ`®Ð`Ðz¦`ÀmºmÐ {}®°z¦`Ðp# &c}®Ð`hÐqÐY Ð M·´Ð Ð¼{m¦mÐM·´Ð }®Ð°{mÐ¶°}}`Ðh}®°§}c¶°}Ð B¦Ð°{mÐ¦}¦ÐhmÐ!Ð }®Ðd{®mÐ`®Ð`Ð?}¦}d{m°Ðhm®}°ÀÐ@}ªÐÐ ¼}°{Ð°`mÐ`®Ð°{mÐ¦`}ÂmhÐ®¶ÐpÐ°{mÐ{}®°z¦`®Ð`hÐÐ`Ð®d``¦Ð `¦`m°m¦Ð{m¦mÐÐ # ÐF°Ð®{¶hÐcmÐ°mhÐ°{`°ÐÐ}w¶mdm®Ð°{mÐ }pm¦mdmÐpÐ°{mÐ¶cm¦ÐpÐd`®®m®9Ð °{mÐz¦m`°m¦Ð}°Ð}®Ð°{mÐHm®®Ðd`®®m®Ð ¼}ÐcmÐ¦®mhÐV{mÐ{Àm¦`¦`m°m¦®Ð`¦mÐd{®mÐ`®6Ð aÐ ÐÐ #Ð &,Ð`hÐÉÐ #Ð V{mÐvz¶¦mÐ'Ð¦m¦m®m°®Ð°{mÐz`¦}°{ÐpÐ°{mÐ¦`}ÂmhÐ®Ç °m¦}¦Ðh}®°¦}c¶°}ÐpÐ°{mÐ`cm®ÐpÐ¦mz}®Ð`hÐd`®®m®Ðd¦¦m®h}zÐ. .

(115) 8N9 .g-G>F:X?[SRg:R?g,g#g XAARg(Rg:dA[G:Rg:R:Od[G[gSBgQGcf \_XA[gbG\Fg_RLRSbRgR_Q<AXgSBg>SQUSRAR\[g! Y+EV Y ,P5P Y ,E7 ,:JYYaSOggRSggUUg g 89 ,g(X<:Reg:R?g#g&g_FQ:RRg'SRU:X:QA\YH>g:dA[G:RgGQf :EAg [AEQAR\:\GSRg GRg CP Y " Y EBFQP:GY 2O>ECY RSg g

(116)

(117) UUg 89 6 g3 g /AFg&g"g#SX?:Rg&g#gA:Og:R?gg&gOAGg!GAX:Xf >FG>:Og GZG>FOA\g)XS>A[[A[g #EQM5@YE;Y P=:YB:G>75CY ,P5P>OP>W 85@YOOE8>5P>ECY aSO g

(118) g RS ggUU g g A>AQ<AX

(119)

(120) 89 .g AQ:Rg:R?gg AQ:Rg.\S>F:[\G>gXAO:c:\GSRg G<<[g?G[]ZGf =`\GSR[g:R?g\FAg:dA[G:RgXA[\SX:\GSRgSBgGQ:EA[gY.G5CO ECY *5PP:MYC5@VO>OY 5C9Y (57=>C:Y DP:@@><:C7:Y aSOg +&" UUg g'SaAQ<AXg 89 gg._??AX\Fg:R?g&g"g#SX?:Rg.F:XA?g[AEQAR\:\GSRgSBgR:\f _X:Og [>ARA[g _[GREg ?AUAR?AR\g )G\Q:R5gSXg UXS>A[[A[g GRg 9W R5C7:OY>CY):QL@Y IB5P>ECY *N7:OO>C<Y ,VOP:BOY

(121) Y aSOg

(122)

(123) UUg 89 #g.S@KSgg GXAQ_[gg:XSRg#g GSa:RRAOOGg:R?g'gSf <GEASRg#SGR\g [AEQAR\:\GSRg SBg Q_O\GUOAg GQ:EA[g bG\Fg [F:XA? >O:[[A[g :g :dA[G:Rg RSRU:X:QA\XG>[g :UUXS:>Fg *GE7 Y A 3EG?O=EFYECY,P5P>OP>75@Y,><C5@Y*GE7:OO>C<Y,-*Y

(124) 89 g !GE?SRg_cGOG:Xdg a:XG:<OAg QA\FS?[g BTXg &:ZMSag >F:GR &SRÂg:XOSgbG\Fg:UUOG>:\GSR[g$EQM5@YE;YP=:YB:G>75CYOP5W P>OP>75@YOOE7>5P>ECYaSOggRSggUUgg 89 -g JVX\SC^g

(125) AOGERSRg2g )GA>edR[LGg

(126) .GEAOOAg :R? 0ÙGRg1R[_UAXaG[A?g>O:[[GD>:\GSRgSBg X:?:Xg GQ:EA[g _[GRE FG??ARg &:ZMSag >F:GR[g :R?g FG??ARg &:ZMSag X:R?SQg DAO?[ Y/LCO57P>ECOYECY<:EO7>:C7:Y5C9YG:BEP:YO:CO>C<YaSOg UUgg

(127)

(128) 89 -g4_gg:XSRg:R?ggS_>A\g:dA[G:RgRSRU:X:QA\XG>gGQf :EAg [AEQAR\:\GSRg _[GREg :g EARAX:OGeA?g .bAR?[AR2:REg :OESf YH\FQgK>RYRSg

(129)

(130)

(131) 8

(132) 9 g :X<_g :R?g .g 7F_g ARAX:OGeGREg .bAR?[AR2:REg \S [:QUOGREg:X<G\X:XdgUS[\AXGSXgUXS<:<GOG\GA[gY0CO YECY*5PW P:MY C5@VO>OY 5C9Y (57=>C:Y CP:@@><:C7:Y aSOg gRSg gUU g_E_[\g

(133)

(134) 8 9 -g.bAR?[ARg:R?g#.g2:REg'SR_RGaAX[:Og>XG\G>:Og?dR:QG>[ GRg&SR\Ag:XOSg[GQ_O:\GSR[g*=VO>75@Y+:R>:TY&:PP:GOYaSOg RS UUgg 8 9 -g g?b:Z?[g:R?ggg.SL:Og ARAX:OGe:\ISRgSBg\FAgSX\_GRf $:[\AOAdR.bAR?[AR2:REg XAUXA[AR\:\GSRg :R?g &SR\Ag :XOS :OESXG\FQg *=VO Y +:S Y Y aSOg gRSg gUUg

(135)

(136)

(137) 8 9 g:XSRg6 g 3 g /AFg:R?g /g g&_XUFdg:dA[G:Rg RSRU:X:f QA\XG>g)O:>LA\\%_>AgQS?AO[gBTXg\FAg:R:Od[G[gSB UXABAZAR>A[gBTX >SOOAEAg?AEXAAgUXSEX:QQA[g

(138) .=:YCC5@OYE;YFF@>:9Y,P5P>OW P>7OYaSOggRSgg

(139) gUUg 8 9 g XG\[>Fg :R?g $g P>L[\:?\g"QUXSaA?g >XG\AZG:g BTXg >O_[\AXGRE <:[A?gSRg\FAgUS[\AXGSXg[GQGO:XG\dgQ:\ZGcgGRg5V:O>5CYC5@VO>O aSO RS

(140)

(141) UU 8 9 gGR?AXg:dA[G:Rg >O_[\AXg :R:Od[G[g >EB:PG>?5Y aSOg RSg UUg g . 8 9 g :FOg(E9:@65O:9Y 7@QOP:G>C<Y ;EGY :UFG:OO>ECY 95P5Y R>5Y 5 >G>7=@:PYFGE7:OOYB>UPQG:YBE9:4Y>CY5V:O>5CY>C;:G:C7:Y;EGY<:C: :UFG:OO>ECY5C9YFGEP:EB>7OY%>BC=YEY*:P:GY(X@@:HY(5G>C5 15CCQ77> Y :Q<XG?EAg1RGaAX[G\dg)ZA[[g

(142)

(143) 8 9 -g >F:R\:g g .F;Gg $g .QG\Fg g %_>>FGg *g _:g:R? . ._[[\X`RLg .OG>g [_UAXUGcAO[g *'Y .:7=C>75@Y G:FEGP

(144) Y#_RAg

(145)

(146) 8 9 *g AOg &SX:Ogg S_>A\g:R?g g #:[X:g.AW_AR\G:Og &SR\A :XOSg [:QUOAX[g $ Y + Y ,P5P>OP>7Y ,E7 Y Y aSOggUUg

(147)

(148) .

(149)