Introduction to MCMC * Petros Dellaportas and Gareth O. Roberts ...
Introduction to MCMC * Petros Dellaportas and Gareth O. Roberts ... Introduction to MCMC * Petros Dellaportas and Gareth O. Roberts ...
âödv ó §Ê¼y¹M¡C«Ê¡y¥q«]Ý€®žZ§Ê®ž²0¢³¯+®¢§T¨V«Ê¨Ÿêž¢¹®ªy§T«f¥qª¢«Ä¥žªy쥤ȳÊ®°y¥q°a¨Ÿ±Ÿ¨¸«k¦=²0¢!¥ž§Ê¼aÊ¢‚[J-y§Ê¼y¹M¡ì«Ê¡+¥.«]Ý€®žZ¥žª{¦§À€u€®-ø T).Àv ‡ l + S ƒ[) ‡ l + y )'¾qÅ +ñà ât§T«Ê¢_ȳ§,¹M¡+¥q¨Ÿªy§,§T«f¥žT«f¨Vªy¬Â¥qª{¦{Ð]¡a¢-f¢Ä¨Ÿª€9¡+¥@ꞢÄȳÊ®°y¥q°a¨Ÿ±Ÿ¨¸«k¦¨Ñ®qݨ°/¢-¨Ÿªa¬Â¬¢-ªa¢_f¥q«Ê¢!0݀ʮ²ù¥Â·¨©§k«fʨŸ°a¼·«f¨V®ª†¡{¼y§,¨Vª/"£ ¤bvf¤Et(Jt ‚¥-O¥qª+˜¤˜Öpã Ö ‚0†¡{¼y§³Ð]¡y¨V±©§k«¤®¼·«f§Ê¨©·¢®qÝ,«Ê¡a¢=§Ê²¥q±Ÿ±I§T¢-«Z€®-º«Ê¡y¢āÊ®·¹-¢_§f§Ý€®ž¤¹-®žªy§T«f¥žª¢«f§+ ¨©§,»k¼y§T«³¥C§T¼a¯/¢-f²¥qʫʨŸªa¬¥ž±V¢¥-/a¢_¹f¢_¥§T¨Ÿªa¬=¨Ÿª6¢-Ç·¯+¢!¹X«f¥q«Ê¨Ÿ®žª ¥.«¢_Ꞣ_ʦ¨V«Ê¢-M¥.«f¨V®ªºÃ{¨Vª+¹¢…r S ‚¤¢-Ꞣ_ʦ{Ð]¡a¢_Ê¢¥-r")4Ûœ‘ o ²A,楱AÜ ’wÛb²/Ž ˜Ž3Îgµ‘§±/ç÷‘7“ƒ Ž’§²/” ”–•ˆ‘7 µ±@Œ/Ž’ Ù“ ß*ãPoÖ‚²AJŒr Ž3Î Ýw±/´8šŒ;‘wŒAÕa“ Ûœ‘6˜“ Ûœ‘€’wÛb²/Ž ˜Ž3Τ´8œŽ ß6±/ 瀔ʕ‘6ƒµ¥±9ŒAŽ’ Ùxd’;z¤¤¤¤ŠŠ')( ƒ ( ƒ5‡+*Ĉt„,û)«Ä«f¼afªy§Z®¼·«Z«Ê¡+¥.«Ä«f¡a¢¤¹-®žª{Ꞣ_ʬ¢-ªy¹-¢³āÊ®¯+¢_T«f¨V¢!§]®qÝ3«f¡a¢¤¹M¡y¥ž¨Vªé¥žÊ¢±Ÿ¨ŸªaÒž¢!«Ê®=ȳÊ®¯+¢_T«f¨V¢!§]®qÝI¨V«f§Ä¢Ça¹¼aM§Ê¨V®ªy§Z¥@І¥@¦¥ ¹-¢-ª¢«ÊM¥q±/§T¢-«@¦Ÿ B ¢t·¢64yªy¢¥÷Î ç5²A” ”GÎ6‘7“I€ «Ê®¤°+¢t¥¤§T¼y°y§T¢-«?®qÝ-HcÐ]¨V«Ê¡«f¡a¢Äāf®ž¯/¢-Ê«k¦¤«f¡y¥.«,«Ê¡a¢_Ê¢¢Ç·¨©§k«M§?§Ê®ž²0¢Ý€f®ž²[0Ð]¡a¨©¹M¡¨©§I¨Ÿªy·¢-¯/¢-ª+·¢-ª¢«,®žÝíÐ]¡a¢-f¢Z¨Ÿª€5«Ê¡a¢Ä¹M¡+¥q¨Ÿª=§k«M¥qÊ«Ê¢_cÝ€f®ž²¦ûmªāM¥ž¹X«f¨Ÿ¹-¢;-¢Ð,¢Z¹_¥qª®žÝw«Ê¢-ª¨Ÿ·¢_ª¢«Ê¨VÝ€¦c§Ê²¥q±Ÿ±+§Ê¢«f§¥ž§†²0®Ê¢tÝj¥q²0¨Ÿ±V¨©¥q]®°·»k¢_¹«f§@-a¹®²c²0®ªa±V¦C¥ž§†°/®ž¼aªya¢_쮞]¹®²0ȳ¥ž¹«Ä§T¢-«f§_«Ê¡a¢,§T¢-«F€®-@Ð,¢I¨Ÿª¢«Êf®··¼y¹¢I«Ê¡a¢?¹-®žªy¹-¢-¯·«O®qÝa¥ k ®¢§k«f¢-,¨k!¨¦¥qȳ¼aªa®.êÁŒA Ž ßw“{¹®ªy·¨V«Ê¨Ÿ®žªºO®Ä·¢_§f¹f¨Ÿ°+¢¢-Ç·¹-¼aM§T¨Ÿ®žªy§¨¥@ÐÑ¥@¦]Ý€f®ž²^ < J¥v ` + ¨©§]§T¼+¹M¡C«f¡y¥.« T §Ê¥q«Ê¨©§d4+¢_§Ã{¼aȳ¯+®¢§T¢³«f¡y¥.«râÈVH < r")4 t + } ¦âo\À¡>XÖ8r5).À +)T‚( + r).À + ò  / ’„ )©À + )'¾Ô +«Ê¡a¢_Ê¢-Ý€®žf¢=¡y¥§«Ê®6Ê¢-«Ê¼afª;«Ê®.€«Ê® Ê¢-Ý€¼a¢-±ƒ¦®žª;«Ê¡y¢±©¥ž§T«¤«Ê¢_ʲ½®žª;«f¡a¢f¨Ÿ¬ž¡¢«¨V«c¹-¥žªaªa®ž«¤·¢_¹-Ê¢!¥ž§Ê¢0Ý€®ž¤¢-Ꞣ_@-¥žªy+ ††¡a¢¤¢-Ç¢«f¢-ª¢«Ä®žÝ¦«f¡a¨©§Zf¢_·¼y¹«Ê¨Ÿ®žªÙ¨ŸªÙ¢Ç·¯/¢_¹X«M¥.«f¨V®ªÙ®qÝ>r")4 + ¨Ÿ§·¢«f¢-f²0¨Vªa¢!°{¦«f¡a¢Â§Ê¨‡†_¢¤®qÝ3«Ê¡y¢¡y¥žªyÙ§T¨©·¢¤®žÝ:)R¾Ô+ -º¥žªyé«f¡a¨©§³¨VªF«Ê¢_ʲܱŸ¨Ÿ²c¨V«f§³¡y®.ÐÖ±V®ªa¬ì«Ê¡a¢Ø饞ÊÒ®.êì¹M¡+¥q¨Ÿª ¹_¥qª6¬®§Ê¢_¹®ªyÙ«f¢-f²Ü®žª6«Ê¡a¢f¨Ÿ¬ž¡¢«t¡+¥qªyF§T¨©·¢0®qÝm)R¾Ô Ê¢-Ý€¼a¢-±Ÿ¨Vªy¬Ù¨Vâ €®¦ŸÙ †¡a¢ȳ¥qM¥q²0¢-«Ê¢- ã ¨Ÿ§Â¨V²0¯/®žÊ«f¥žª«¤®ªa¢¡a¢_Ê¢¥-O²0¢_¥§T¼yʨŸªa¬ì«Ê¡a¢¢Ç{«Ê¢_ª«¤®q݆«Ê¡a¢ ž·f¨¸Ýw«3Ð]¨V«Ê¡a®¼·«°y¥¹MÒ=«Ê®.І¥qMa§†«f¡a¢Â§Ê²¥q±Ÿ±O§Ê¢«‰€cZØ6¥.«Ê¡y¢-²¥.«f¨Ÿ¹_¥q±Ÿ±V¦C«Ê¡a¨©§Z¬®.Ꞣ_ʪy§Ñ«f¡a¢¤¥q«Ê¨Ÿ±¨°/¢-¡y¥@ê{¨Ÿ®ž¼aÄ®qÝ3«Ê¡a¢c·¨©§k«fʨŸ°a¼·«f¨V®ªÙ®qÝ«Ê¡y¢4yM§k«]f¢«f¼aʪC«Ê¨Ÿ²0¢«Ê®c«f¡a¢¤§T²¥ž±V±º§Ê¢«€c†¡a¢ÂÝ€®ž±Ÿ±V®.Ð]¨Ÿªa¬f¢_§Ê¼a±V«Ä¨Ÿª·Ý€®žf²¥q±Ÿ±V¦Ù§Ê¼a²0²0¥žÊ¨©§Ê¢_§Ä§Ê®ž²0¢¤®qÝ«Ê¡y¢¤¨Ÿ²0¯+®T«M¥qª¢«¨Ÿ²0ā±V¨©¹-¥q«Ê¨Ÿ®žªy§®qÝ«f¡a¢Â¢-Ç·¨Ÿ§T«Ê¢_ªy¹¢¤®qÝ,·f¨VÝw«û)«¤¨©§Âªa®ž«Â«f¡a¢C¨Ÿª¢«Ê¢_ª«f¨V®ªÓ«Ê® §k«M¥.«f¢āf¢_¹-¨Ÿ§Ê¢=f¢_§Ê¼a±¸«M§Â¡y¢-f¢;-°a¼·«¤«Ê¡a¢ì¨Ÿª«f¢-f¢_§T«Ê¢!ÓÊ¢!¥ž·¢_¹®ªy·¨V«Ê¨Ÿ®žªy§¤®qÝ]«f¡a¨©§ÂÒ{¨Ÿªyí¿¢Ô?>OÝ€®t·¢-«f¥ž¨V±©§t®qÝ?·¢74yªa¨V«Ê¨Ÿ®žªy§t®qÝÑØé¥qfÒž®.êì¹M¡y¥q¨Ÿª6¹®ªy¹¢_¯·«f§t§Ê¼y¹M¡F¥§¥ž¯+¢_ʨŸ®··¨Ÿ¹-¨¸«k¦¥-$¨VfÊ¢!·¼y¹-¨V°a¨Ÿ±Ÿ¨¸«k¦¥-¨©§f¢Ý€¢_Êf¢_ì«f®˜
tÃÄ+¤¦ Ã Þ ß”~aú ‘,ù¥Ž3Î “Î Ù ²Ë ´9Í¥Íb±AÎ6‘5“ Ûœ²A“‚xS‹$z÷Ûb±/”©Œ?Îß6±A€Î6±/ç÷‘ ã0tÖ‚/Õ:²AJŒ “rÛb‘7,‘5‘§ù¥Ž3Îw“ ή² Íœ±?Î Ž “ Ž ÜA‘"’w±AœÎ “Ô²/œ“+–åÚ(Ž “rÛF‚xdÝ;záÆá‚Š ‚§Ð x ¦Æ)¤÷Òå)¤œvMé“’;I¥qá¤')( ƒ ( ƒ5‡+*Ĉt„, Š ¿ªL£ «˜QX[^]8`bT(i÷iMY,j‹Yd]˜]bOgQ§ca`bQXj W¢¡y¥@ꢧT¢_¢-ª;«f¡y¥.«¤«Ê¡a¢¥q±Ÿ¬ž®Ê¨V«Ê¡a²&¦ §¤¹®ª{Ꞣ-f¬ž¢_ªy¹¢0āf®ž¯/¢-ʫʨŸ¢_§¤¥qf¢¹±Ÿ®§Ê¢-±Ÿ¦ ±V¨ŸªaÒž¢!;«Ê®é«Ê¡a®¢§T¢C®qÝZ¨V«f§¤¢Ça¹¼aM§Ê¨V®ªy§B§T²¥ž±V±†§T¢-«f§_F†¡a¨©§¤¨Vª «Ê¼afªö¨©§Âê¢-f¦ ¹-±V®¢§T¢_±V¦ ±V¨ŸªaÒ¢_;«f®6«f¡a¢¢-Ç{¨©§T«Ê¢-ª+¹¢®žÝ µ ¢-ª¢«ÊM¥q±v!º¨Ÿ²0¨¸« †¡a¢-®Ê¢_²§¥@І¥@¦éÝ€f®ž²µ !· + Ý€®žÄ«Ê¡a¢0Øé¥qfÒž®.êC¹M¡y¥q¨Ÿª§-/Ð]¡a¨Ÿ¹M¡é¥žÊ¢Â¨V²0¯/®žÊ«f¥qª¢«Ý€®ž¥žª{¦ìØÙ®ª¢«Ê¢ µ ¥žÊ±Ÿ®¨V²0ā±Ÿ¢-²0¢_ª«M¥.«f¨V®ªº B ¢¤§f¥@¦=«f¡y¥.«³¥)à ¨ µ !· ¢Ç·¨©§k«M§ÑÝ€®žÄ¥¤Ý€¼aªy¹«Ê¨Ÿ®žªu%¡-·¨Vݦ%) ¸Ä{Åà t © x ý »)4%).Ù +M+)4%)£Ù +M+M+ )'¾q× +C‘’ )¤œv ` + -íÐ]¡a¢_Ê¢€é ’ ·¢-ªa®ž«Ê¢!§Ä«f¡a¢ˆŽ œ“È‘ƒµ;,²/“Ô‘wŒÇ²A´8“ȱAÞM’w±/ ,‘6”{²A“ƒŽ±A哃Ž ç÷‘ÄÝ€®¢!§k«f¨V²¥.«f¨Vªy¬«f¡a¢cÝ€¼aªy¹X«f¨V®ªÝ€®ž³§Ê®ž²0¢€é¼y§T¨Ÿªa¬«f¡a¢Ø饞ÊÒ®.ê6¹M¡y¥q¨Ÿª T B ¢§Ê¡y¥q±Ÿ±I¬ž¨Ÿêž¢0«f¡a¢·¢74yªa¨V«Ê¨Ÿ®žªÓ®žÝ…é ’ ±Ÿ¥q«Ê¢_¤¨VªÓ¢92¢¼y¥.«f¨V®ª¦)'¾qÎ + û)«¤¨Ÿ§Â®qÝ]¹®ž¼yf§Ê¢%’ IÛZ®.ÐÑ¢-ê¢-9-¨Ÿ²c¯/®žÊ«f¥žª¢«Ñ«f®c«Êf¦«Ê®¹®ªy§T«Êf¼y¹X«ZØ饞ÊÒ®.ê0¹M¡+¥q¨Ÿªy§ÑÐ]¡a¨Ÿ¹M¡ì²0¨¸Çìf¥žā¨©·±V¦=¥žªyC¡y¥@Ꞣ³¥0§T²¥q±Ÿ±íê.¥q±Ÿ¼a¢tÝ€®ž*é’ ¨©§4yªa¨V«Ê¢¢-ê¢-ªì²0®žf¢Ý€¼yªya¥q²0¢_ª«M¥q±Ÿ±V¦¥-a¨V«Z¨Ÿ§]¹-ʼy¹-¨Ÿ¥ž±$Ý€®žZ·¢_¯+¢_ªya¥ž°a±V¢¢!§k«f¨V²¥q«Ê¨Ÿ®žªC«Ê¡y¥q«:éµ !·]§,Ð]¡a¢-f¢-ê¢-?ÐѢIJ0¨Ÿ¬ž¡¢«,¢-Ç·¯+¢!¹X«@-¢«f¡y¥.«†¨Ÿ§,Ý€®]®¼a¬ž¡a±Ÿ¦§T¯/¢_¥žÒ{¨Vªa¬G-¬¢-®²c¢-«Êf¨Ÿ¹Z¢-f¬ž®··¨©¹¨V«k¦c¨©§,¢-ªa®¼a¬ž¡«f®Âāf®.ê{¨Ÿa¢¥q±Ÿ±íÝ€¼aª+¹X«Ê¨Ÿ®žª+§ÄÐ]¡a¨©¹M¡¯+®¢§Ê§Ê¢_§f§4yªy¨¸«f¢Â§T¢!¹®ªyì²c®²0¢-ª¢«f§ÄÐ]¨¸«f¡ÙÊ¢!§T¯/¢_¹«Z«Ê®0«f¡a¢«f¥žÊ¬¢«Ä·¢_ªy§Ê¨¸«k¦ˆ‚]ÛZ®.ÐÑ¢-Ꞣ_@-·¨Ÿª«Ê¡y¢¯/®ž±Ÿ¦¢ªy®ž²0¨Ÿ¥ž±V±Ÿ¦¹-®žª{Ꞣ_ʬ¢-ª¢«Ñ¹_¥ž§Ê¢;-{«Ê¡y¢¤§T¨V«Ê¼y¥q«Ê¨Ÿ®žªì¨Ÿ§Z²Â¼y¹M¡ì²0®žf¢³¹-®ž²0ā±Ÿ¨Ÿ¹_¥.«f¢_íIØٮʢtāf¢_¹-¨Ÿ§Ê¢-±Ÿ¦;-{«f¡a¨Ÿ§Z¨Ÿ§†¬¨Vê¢-ªì°¢¦ã¤å¦æ{—y–.æ{ô ß é©ß ß”~aú ß6±A o ²A,楱AÜ"’wÛb²/Ž bÎxd²ƒz ß TŽ3Îgµ‘§±/ç÷‘7“ƒ Ž’§²/” ”–•‘7 µ±@Œ/Ž’€²/šŒ5§‘6ÜA‘6wÎ ŽÝ7”©‘6ÕV“ Ûœ‘6 ß6±/Á²A” ”;ßw´8J’6“ƒŽ±AœÎ%ˆß6±/¤Ú£ÛZŽ’wÛ8•G²/ á)4%).Ù +M+ Ž3Î_ŠaGŽ “Ô‘6Õã¦Ö–$Ö ‚²AšŒ5Î ´œ’§ÛÇ“ Ûœ²A“ ¡)4rÁx¡— + t ` Ù5ú Ûb‘7P² ¦ Ã Þ ß”~aú ‘,ù¥Ž3Î “Î(ß6±AÁ²/” ”¥ßw´8J’6“ƒŽ±AœÎ%ìÚ(Ž “rÛD} %(}Ö8r ò ó — £ t Ù+ ¨©§†āf®.Ꞣ!=¨Ÿª=< ´ÅA>¨¼y§Ê¨Vªa¬§Ê¯+¢!¹X«ff¥ž±$«Ê¡a¢_®žf¢«Ê¨©¹³²0¢«f¡a®·a§-É¥qÊ«¤)j¥®Ñ«Ê¡a¢³¯/®ž±Ÿ¦¢ªy®ž²0¨Ÿ¥ž±V±Ÿ¦0¢-f¬ž®··¨©¹Ä¹_¥ž§Ê¢;- µ !·]§†¹-¥qªC°+¢§Ê¡a®.Ð]ª=«f®¤¢-Ç·¨Ÿ§T«Ñ®ªa±Ÿ¦0Ý€®žÑÝ€¼aªy¹«Ê¨Ÿ®žªy§†Ð]¡a¨©¹M¡Ca®¤ªa®ž«]¬žf®.Ð «f®{®kµ !·]§Â¡a®ž±© Ý€®žc¥q±Ÿ±?°/®ž¼aªya¢_ Ý€¼aªy¹«Ê¨Ÿ®žªy§¤¨VÝ‚a)˜rÁx7s3t £Jò u + t ` -3®Áã S ‚A¬ Š =)€° + ¨Ÿ§M¥qā¨©·±Ÿ¦žÙÏħ¤¥qªÓ¢Ça¥ž²cȳ±V¢¥-)j¥žªyc¨Vª0Ýj¥¹X«?§Ê±V¨Ÿ¬ž¡¢«f±V¦¤¬¢-ªa¢_f¥ž±V¨©§Ê¢_ + ¨Ÿª&< Š ÎA>yÐ]¡a¨©¹M¡c°y¼a¨V±©a§®ªcÝ€¼aªya¥ž²c¢_ª¢«f¥q±yÐ,®Êҳ݀f®ž² < ¿{Ô@>'3ÏZȳā±V¨©¹-¥q«Ê¨Ÿ®žªy§āf®.Ꞣ!µ Ø µ ¥žÊ¢Ä¬ž¨Ÿêž¢-ª¨VªD< Š ÎA>í¥žªy$< Š ×?>Ô-¢«Ê¡a¢t±©¥.«T«f¢-Ñȳ¥q¯/¢-†§Ê¼aā¯/®žÊ«Ê¨Ÿªa¬¤«f¡a¢Äf¢_§Ê¼a±V«f§,Ð]¨¸«f¡C¥qª¢Ç{«Ê¢_ªy§T¨Ÿêž¢t§T¨Ÿ²Â¼y±Ÿ¥q«Ê¨Ÿ®žª«Ê®cاT«Ê¼y·¦ªL©š …c^j QÌQr*T(j‹eidQ£Wåcó5]bOgQ ]bOgQ§ca`8UfTeeiMYMQX¬~]8cÈÓ «ñÓ «¬ž¢_ªa¢-M¥q±Ä«Ê¡a¢_®žf¦ÿ·¢!§Ê¹-ʨŸ°/¢_ ¥q««f¡a¢F¢_ªyÍ®žÝ Š ¿öf¢@2¢¼a¨ŸÊ¢!§«f¡a¢F¨©·¢_ª«f¨Ê4/¹-¥.«f¨V®ªÍ®qݤª+¥.«Ê¼yf¥ž±t¹-±Ÿ¥§Ê§Ê¢_§®qݤ·f¨VÝw«†¡a¢k ®T«f¼aªy¥.«f¢-±Ÿ¦;-yÝ€®žØ µ Ø µ ¥q±Ÿ¬ž®žf¨V«Ê¡a²§@-aªy¥.«f¼aM¥q±¨·f¨VÝw«t¹®ªy·¨V«Ê¨Ÿ®žªy§Z¢Ç·¨Ÿ§T«Ä¨Ÿª6¥ª{¼a²¤°+¢_Z®qݨŸ²c¯/®žÊ«f¥žª¢«¹®ªy·¨V«Ê¨Ÿ®žªy§_«f®.ÐÑ¥žfa§Ñ§Ê²0¥ž±V±í§Ê¢«M§7-{¨V«†¨©§Ñªy¥.«f¼aM¥q±+«Ê®c¼y§T¢tf¢-¬ž¨Ÿ®žª+§I«f®¹-¥§T¢!§-Ã{¨Ÿªy¹¢·f¨VÝw«†¹-®žªy·¨V«Ê¨Ÿ®žª+§,¨Ÿª¢«Ê¼a¨V«Ê¨Ÿêž¢_±V¦C·¢_§f¹f¨V°/¢ÿÊ·f¨¸Ýw«3-Ð]¡a¨©¹M¡0«Ê¡a¢¥q±Ÿ¬ž®žf¨V«Ê¡a²â¬žM¥@ꢨV«f¥q«Ê¢!§3ªy¥.«f¼af¥ž±V±Ÿ¦¤¥§?¹_¥qªy·¨©a¥q«Ê¢_§Ý€®ž,§Ê²¥q±Ÿ±y§Ê¢«f§_IÃ{¨Ÿªy¹¢Z°/®ž¼yªy·¢_§Ê¢«M§?¥žÊ¢]®žÝw«Ê¢-ª=§Ê²¥q±Ÿ±¨V«Ý€®±V±Ÿ®.ÐZ§]«f¡y¥.«tÐ,¢c¹-¥qª6¼y§T¼+¥q±Ÿ±V¦Ù¹M¡a®{®§Ê¢Â¥°+®¼aªy·¢!ÙÊ¢_¬ž¨Ÿ®žªé§Ê¼afÊ®¼aªy·¨Ÿªa¬«f¡a¢¤«M¥qf¬ž¢«³·¢-ª+§T¨V«k¦²c®··¢c¥ž§t¥=§Ê²0¥ž±V±O¥žÒ¢¨Ÿªa¬C«Ê¡a¨©§³¨©·¢_¥Ý€¼aÊ«Ê¡a¢_@-íªy¥q«Ê¼aM¥q±·f¨VÝw«¹-®žªya¨¸«f¨V®ªy§³¥qf¢Â®žªy¢_§tÐ]¡a¨©¹M¡6«f¢-ªy6«Ê®ì²0®.Ꞣ¤«f®Ê¢_¬ž¨Ÿ®žªy§®qÝ?±©¥qf¬ž¢_§Ê¢«_¤†¡¢¼+§¨V«³¨Ÿ§ªy¥.«f¼aM¥q±O«Ê®ì¼y§T¢0¥aʨVÝw«Ý€¼yªy¹X«f¨V®ª6Ð]¡a¨©¹M¡6¯/®§f§T¢!§Ê§Ê¢_§§T¨Ÿ²0¨V±©¥q³§Ê¡y¥q¯/¢_F¹®žª¢«f®ž¼aM§«f¥žÊ¬¢«³·¢-ªy§Ê¨V«k¦ìê.¥ž±V¼a¢†¡y¨Ÿ§²0®q«Ê¨Ÿê.¥.«f¢_§]«f¡a¢c¼y§T¢Â®qÝ?·f¨¸Ýw«tÝ€¼aªy¹«Ê¨Ÿ®žªy§®qÝ«f¡a¢¤Ý€®Ê²r ).À + o ‚a)©À + £"š Ý€®«Ê®«Ê¡a®¢§T¢Â®qÝ«Ê¡y¢Â«M¥qf¬ž¢«t·¢-ªy§Ê¨V«k¦ž6 3 †¡y¨Ÿ§Z¥žāāf®¥¹M¡¨©§]§T¼y¹_¹¢!§Ê§TÝ€¼a±í¨Ÿª¥cÐ]¨©·¢ê.¥qf¨V¢-«k¦=®qÝ3Ø µ Ø µ ¥qāȳ±V¨©¹-¥q«Ê¨Ÿ®žªy§_¯/®§Ê¨¸«f¨Vꢳ¹-®žªy§T«f¥žª¢«f§¢ÙÐ]¨V±Ÿ±]Ý€®·¹¼y§=²c®¢§k«®žÝt®¼a=·¨©§Ê¹-¼y§Ê§Ê¨Ÿ®žªÿ®žª «Ê¡a¢Ù²0®§T«=¯/®žā¼a±©¥q=¥žªyÿ§T¨Ÿ²0ā±V¢!§k«¥ž±V¬®žf¨¸«f¡a²&-I«f¡a¢Ùf¥žªy·®²BÐÑ¥ž±VÒµ ®žª+§T¨©·¢-…4yM§T«Ñ«f¡a¢®žªy¢6¨m·¨V²0¢_ªy§T¨Ÿ®žª+¥q±íØÙ¢«fÊ®¯+®±V¨©§]¥q±Ÿ¬ž®Ê¨V«Ê¡y²ì3 O®€4yÇC¨©·¢_¥§7-a§Ê¼aā¯/®§Ê¢t«Ê¡y¥q«ØÙ¢-«Êf®ž¯/®ž±Ÿ¨Ÿ§†²0¢«f¡a®·í«Ê¡y¢āÊ®¯+®¢§Ê¥ž±í·¢-ªy§Ê¨V«k¦=¨Ÿ§Z¬ž¨Ÿêž¢-ªì°{¦+ x ¢Ð x Š×8).¢Xv+ o¢Ç·¯ ô‚ ¨Ÿ§Ä¥c¥žÊ°y¨¸«ff¥žÊ¦=·¢_ªy§Ê¨¸«k¦Ý€¼yªy¹X«f¨V®ªº¥qª+£ÑÊ®¢¥ž·±Ÿ¦=§Ê¯+¢!¥qÒ{¨Vªy¬œ-{«Ê¡y¢¤¹®žª+¹±Ÿ¼y§T¨Ÿ®žª+§,®žÝO«f¡a¢_§Ê¢¢Ç{«f¢-ªy§Ê¨V®ªy§†¹-¥žªì°/¢¤§Ê¼a²0²0¥žÊ¨©§Ê¢_=¨Ÿª·Ý€®Ê²¥q±Ÿ±Ÿ¦«Ê¡{¼y§_
- Page 1 and 2: ¢¡¤£¦¥¨§©£¦§¡£¦§! !
- Page 4: Š¡
- Page 7: ·Ä'»¤¸ Åt >¸¥Ä{Åt··ÄÄ
- Page 10 and 11: ž•¤ …¤‡„у]‡ „†
- Page 12 and 13: Œ¿)Âv¤+ ȳ¥ž¨VM§¤) k ¨
- Page 14 and 15: ‰‚Þ¸¥Ä©ÅtÄ¡‚_´ …
- Page 16 and 17: Œï¤‚!Å …¤‡„у]‡
- Page 18 and 19: «Ê¡a¢M¥qªya®ž²ùІ¥q
- Page 20 and 21: ¤ÄT‰T ) ¨ + o¢‚a) ¨ + )j´
- Page 24 and 25: )R¹ + û)Ý¢«Ê¡y¢«f¥ž¨V±
- Page 26 and 27: q·ÄÄIJò²òyIJ+¢¤£ G¥¤
- Page 28 and 29: Š-ḧ "µ ¡ < r µŠÄ595Po¢é
- Page 30 and 31: ¥qª+ì«Ê¡a¨©§Z¨©·¢-ª¢
- Page 32 and 33: o‰âtt v&Æ x v@y7y@y6v&Æ o9‚
- Page 34 and 35: Š°°°ãðŠ°°ãŠ°oŠŠ °°
- Page 36 and 37: ƤƯ¼¤+ o¢Ð x ¢-Ç·¯ Ê
- Page 38 and 39: ýĪa¨Vê¢-M§T¨V«k¦=ÉI
- Page 40: ¾·‚6> ]®°+¢_T«M§ZÁciî
tÃÄ+¤¦ Ã Þ ß”~aú ‘,ù¥Ž3Î “Î Ù ²Ë ´9Í¥Íb±AÎ6‘5“ Ûœ²A“‚xS‹$z÷Ûb±/”©Œ?Îß6±A€Î6±/ç÷‘ ã0tÖ‚/Õ:²AJŒ “rÛb‘7,‘5‘§ù¥Ž3Îw“ ή² Íœ±?Î Ž “ Ž ÜA‘"’w±AœÎ “Ô²/œ“+–åÚ(Ž “rÛF‚xdÝ;záÆá‚Š ‚§Ð x ¦Æ)¤÷Òå)¤œvMé“’;I¥qá¤')( ƒ ( ƒ5‡+*Ĉt„, Š ¿ªL£ «˜QX[^]8`bT(i÷iMY,j‹Yd]˜]bOgQ§ca`bQXj W¢¡y¥@ꢧT¢_¢-ª;«f¡y¥.«¤«Ê¡a¢¥q±Ÿ¬ž®Ê¨V«Ê¡a²&¦ §¤¹®ª{Ꞣ-f¬ž¢_ªy¹¢0āf®ž¯/¢-ʫʨŸ¢_§¤¥qf¢¹±Ÿ®§Ê¢-±Ÿ¦ ±V¨ŸªaÒž¢!;«Ê®é«Ê¡a®¢§T¢C®qÝZ¨V«f§¤¢Ça¹¼aM§Ê¨V®ªy§B§T²¥ž±V±†§T¢-«f§_F†¡a¨©§¤¨Vª «Ê¼afªö¨©§Âê¢-f¦ ¹-±V®¢§T¢_±V¦ ±V¨ŸªaÒ¢_;«f®6«f¡a¢¢-Ç{¨©§T«Ê¢-ª+¹¢®žÝ µ ¢-ª¢«ÊM¥q±v!º¨Ÿ²0¨¸« †¡a¢-®Ê¢_²§¥@І¥@¦éÝ€f®ž²µ !· + Ý€®žÄ«Ê¡a¢0Øé¥qfÒž®.êC¹M¡y¥q¨Ÿª§-/Ð]¡a¨Ÿ¹M¡é¥žÊ¢Â¨V²0¯/®žÊ«f¥qª¢«Ý€®ž¥žª{¦ìØÙ®ª¢«Ê¢ µ ¥žÊ±Ÿ®¨V²0ā±Ÿ¢-²0¢_ª«M¥.«f¨V®ªº B ¢¤§f¥@¦=«f¡y¥.«³¥)à ¨ µ !· ¢Ç·¨©§k«M§ÑÝ€®žÄ¥¤Ý€¼aªy¹«Ê¨Ÿ®žªu%¡-·¨Vݦ%) ¸Ä{Åà t © x ý »)4%).Ù +M+)4%)£Ù +M+M+ )'¾q× +C‘’ )¤œv ` + -íÐ]¡a¢_Ê¢€é ’ ·¢-ªa®ž«Ê¢!§Ä«f¡a¢ˆŽ œ“È‘ƒµ;,²/“Ô‘wŒÇ²A´8“ȱAÞM’w±/ ,‘6”{²A“ƒŽ±A哃Ž ç÷‘ÄÝ€®¢!§k«f¨V²¥.«f¨Vªy¬«f¡a¢cÝ€¼aªy¹X«f¨V®ªÝ€®ž³§Ê®ž²0¢€é¼y§T¨Ÿªa¬«f¡a¢Ø饞ÊÒ®.ê6¹M¡y¥q¨Ÿª T B ¢§Ê¡y¥q±Ÿ±I¬ž¨Ÿêž¢0«f¡a¢·¢74yªa¨V«Ê¨Ÿ®žªÓ®žÝ…é ’ ±Ÿ¥q«Ê¢_¤¨VªÓ¢92¢¼y¥.«f¨V®ª¦)'¾qÎ + û)«¤¨Ÿ§Â®qÝ]¹®ž¼yf§Ê¢%’ IÛZ®.ÐÑ¢-ê¢-9-¨Ÿ²c¯/®žÊ«f¥žª¢«Ñ«f®c«Êf¦«Ê®¹®ªy§T«Êf¼y¹X«ZØ饞ÊÒ®.ê0¹M¡+¥q¨Ÿªy§ÑÐ]¡a¨Ÿ¹M¡ì²0¨¸Çìf¥žā¨©·±V¦=¥žªyC¡y¥@Ꞣ³¥0§T²¥q±Ÿ±íê.¥q±Ÿ¼a¢tÝ€®ž*é’ ¨©§4yªa¨V«Ê¢¢-ê¢-ªì²0®žf¢Ý€¼yªya¥q²0¢_ª«M¥q±Ÿ±V¦¥-a¨V«Z¨Ÿ§]¹-ʼy¹-¨Ÿ¥ž±$Ý€®žZ·¢_¯+¢_ªya¥ž°a±V¢¢!§k«f¨V²¥q«Ê¨Ÿ®žªC«Ê¡y¥q«:éµ !·]§,Ð]¡a¢-f¢-ê¢-?ÐѢIJ0¨Ÿ¬ž¡¢«,¢-Ç·¯+¢!¹X«@-¢«f¡y¥.«†¨Ÿ§,Ý€®]®¼a¬ž¡a±Ÿ¦§T¯/¢_¥žÒ{¨Vªa¬G-¬¢-®²c¢-«Êf¨Ÿ¹Z¢-f¬ž®··¨©¹¨V«k¦c¨©§,¢-ªa®¼a¬ž¡«f®Âāf®.ê{¨Ÿa¢¥q±Ÿ±íÝ€¼aª+¹X«Ê¨Ÿ®žª+§ÄÐ]¡a¨©¹M¡¯+®¢§Ê§Ê¢_§f§4yªy¨¸«f¢Â§T¢!¹®ªyì²c®²0¢-ª¢«f§ÄÐ]¨¸«f¡ÙÊ¢!§T¯/¢_¹«Z«Ê®0«f¡a¢«f¥žÊ¬¢«Ä·¢_ªy§Ê¨¸«k¦ˆ‚]ÛZ®.ÐÑ¢-Ꞣ_@-·¨Ÿª«Ê¡y¢¯/®ž±Ÿ¦¢ªy®ž²0¨Ÿ¥ž±V±Ÿ¦¹-®žª{Ꞣ_ʬ¢-ª¢«Ñ¹_¥ž§Ê¢;-{«Ê¡y¢¤§T¨V«Ê¼y¥q«Ê¨Ÿ®žªì¨Ÿ§Z²Â¼y¹M¡ì²0®žf¢³¹-®ž²0ā±Ÿ¨Ÿ¹_¥.«f¢_íIØٮʢtāf¢_¹-¨Ÿ§Ê¢-±Ÿ¦;-{«f¡a¨Ÿ§Z¨Ÿ§†¬¨Vê¢-ªì°¢¦ã¤å¦æ{—y–.æ{ô ß é©ß ß”~aú ß6±A o ²A,楱AÜ"’wÛb²/Ž bÎxd²ƒz ß TŽ3Îgµ‘§±/ç÷‘7“ƒ Ž’§²/” ”–•‘7 µ±@Œ/Ž’€²/šŒ5§‘6ÜA‘6wÎ ŽÝ7”©‘6ÕV“ Ûœ‘6 ß6±/Á²A” ”;ßw´8J’6“ƒŽ±AœÎ%ˆß6±/¤Ú£ÛZŽ’wÛ8•G²/ á)4%).Ù +M+ Ž3Î_ŠaGŽ “Ô‘6Õã¦Ö–$Ö ‚²AšŒ5Î ´œ’§ÛÇ“ Ûœ²A“ ¡)4rÁx¡— + t ` Ù5ú Ûb‘7P² ¦ Ã Þ ß”~aú ‘,ù¥Ž3Î “Î(ß6±AÁ²/” ”¥ßw´8J’6“ƒŽ±AœÎ%ìÚ(Ž “rÛD} %(}Ö8r ò ó — £ t Ù+ ¨©§†āf®.Ꞣ!=¨Ÿª=< ´ÅA>¨¼y§Ê¨Vªa¬§Ê¯+¢!¹X«ff¥ž±$«Ê¡a¢_®žf¢«Ê¨©¹³²0¢«f¡a®·a§-É¥qÊ«¤)j¥®Ñ«Ê¡a¢³¯/®ž±Ÿ¦¢ªy®ž²0¨Ÿ¥ž±V±Ÿ¦0¢-f¬ž®··¨©¹Ä¹_¥ž§Ê¢;- µ !·]§†¹-¥qªC°+¢§Ê¡a®.Ð]ª=«f®¤¢-Ç·¨Ÿ§T«Ñ®ªa±Ÿ¦0Ý€®žÑÝ€¼aªy¹«Ê¨Ÿ®žªy§†Ð]¡a¨©¹M¡Ca®¤ªa®ž«]¬žf®.Ð «f®{®kµ !·]§Â¡a®ž±© Ý€®žc¥q±Ÿ±?°/®ž¼aªya¢_ Ý€¼aªy¹«Ê¨Ÿ®žªy§¤¨VÝ‚a)˜rÁx7s3t £Jò u + t ` -3®Áã S ‚A¬ Š =)€° + ¨Ÿ§M¥qā¨©·±Ÿ¦žÙÏħ¤¥qªÓ¢Ça¥ž²cȳ±V¢¥-)j¥žªyc¨Vª0Ýj¥¹X«?§Ê±V¨Ÿ¬ž¡¢«f±V¦¤¬¢-ªa¢_f¥ž±V¨©§Ê¢_ + ¨Ÿª&< Š ÎA>yÐ]¡a¨©¹M¡c°y¼a¨V±©a§®ªcÝ€¼aªya¥ž²c¢_ª¢«f¥q±yÐ,®Êҳ݀f®ž² < ¿{Ô@>'3ÏZȳā±V¨©¹-¥q«Ê¨Ÿ®žªy§āf®.Ꞣ!µ Ø µ ¥žÊ¢Ä¬ž¨Ÿêž¢-ª¨VªD< Š ÎA>í¥žªy$< Š ×?>Ô-¢«Ê¡a¢t±©¥.«T«f¢-Ñȳ¥q¯/¢-†§Ê¼aā¯/®žÊ«Ê¨Ÿªa¬¤«f¡a¢Äf¢_§Ê¼a±V«f§,Ð]¨¸«f¡C¥qª¢Ç{«Ê¢_ªy§T¨Ÿêž¢t§T¨Ÿ²Â¼y±Ÿ¥q«Ê¨Ÿ®žª«Ê®cاT«Ê¼y·¦ªL©š …c^j QÌQr*T(j‹eidQ£Wåcó5]bOgQ ]bOgQ§ca`8UfTeeiMYMQX¬~]8cÈÓ «ñÓ «¬ž¢_ªa¢-M¥q±Ä«Ê¡a¢_®žf¦ÿ·¢!§Ê¹-ʨŸ°/¢_ ¥q««f¡a¢F¢_ªyÍ®žÝ Š ¿öf¢@2¢¼a¨ŸÊ¢!§«f¡a¢F¨©·¢_ª«f¨Ê4/¹-¥.«f¨V®ªÍ®qݤª+¥.«Ê¼yf¥ž±t¹-±Ÿ¥§Ê§Ê¢_§®qݤ·f¨VÝw«†¡a¢k ®T«f¼aªy¥.«f¢-±Ÿ¦;-yÝ€®žØ µ Ø µ ¥q±Ÿ¬ž®žf¨V«Ê¡a²§@-aªy¥.«f¼aM¥q±¨·f¨VÝw«t¹®ªy·¨V«Ê¨Ÿ®žªy§Z¢Ç·¨Ÿ§T«Ä¨Ÿª6¥ª{¼a²¤°+¢_Z®qݨŸ²c¯/®žÊ«f¥žª¢«¹®ªy·¨V«Ê¨Ÿ®žªy§_«f®.ÐÑ¥žfa§Ñ§Ê²0¥ž±V±í§Ê¢«M§7-{¨V«†¨©§Ñªy¥.«f¼aM¥q±+«Ê®c¼y§T¢tf¢-¬ž¨Ÿ®žª+§I«f®¹-¥§T¢!§-Ã{¨Ÿªy¹¢·f¨VÝw«†¹-®žªy·¨V«Ê¨Ÿ®žª+§,¨Ÿª¢«Ê¼a¨V«Ê¨Ÿêž¢_±V¦C·¢_§f¹f¨V°/¢ÿÊ·f¨¸Ýw«3-Ð]¡a¨©¹M¡0«Ê¡a¢¥q±Ÿ¬ž®žf¨V«Ê¡a²â¬žM¥@ꢨV«f¥q«Ê¢!§3ªy¥.«f¼af¥ž±V±Ÿ¦¤¥§?¹_¥qªy·¨©a¥q«Ê¢_§Ý€®ž,§Ê²¥q±Ÿ±y§Ê¢«f§_IÃ{¨Ÿªy¹¢Z°/®ž¼yªy·¢_§Ê¢«M§?¥žÊ¢]®žÝw«Ê¢-ª=§Ê²¥q±Ÿ±¨V«Ý€®±V±Ÿ®.ÐZ§]«f¡y¥.«tÐ,¢c¹-¥qª6¼y§T¼+¥q±Ÿ±V¦Ù¹M¡a®{®§Ê¢Â¥°+®¼aªy·¢!ÙÊ¢_¬ž¨Ÿ®žªé§Ê¼afÊ®¼aªy·¨Ÿªa¬«f¡a¢¤«M¥qf¬ž¢«³·¢-ª+§T¨V«k¦²c®··¢c¥ž§t¥=§Ê²0¥ž±V±O¥žÒ¢¨Ÿªa¬C«Ê¡a¨©§³¨©·¢_¥Ý€¼aÊ«Ê¡a¢_@-íªy¥q«Ê¼aM¥q±·f¨VÝw«¹-®žªya¨¸«f¨V®ªy§³¥qf¢Â®žªy¢_§tÐ]¡a¨©¹M¡6«f¢-ªy6«Ê®ì²0®.Ꞣ¤«f®Ê¢_¬ž¨Ÿ®žªy§®qÝ?±©¥qf¬ž¢_§Ê¢«_¤†¡¢¼+§¨V«³¨Ÿ§ªy¥.«f¼aM¥q±O«Ê®ì¼y§T¢0¥aʨVÝw«Ý€¼yªy¹X«f¨V®ª6Ð]¡a¨©¹M¡6¯/®§f§T¢!§Ê§Ê¢_§§T¨Ÿ²0¨V±©¥q³§Ê¡y¥q¯/¢_F¹®žª¢«f®ž¼aM§«f¥žÊ¬¢«³·¢-ªy§Ê¨V«k¦ìê.¥ž±V¼a¢†¡y¨Ÿ§²0®q«Ê¨Ÿê.¥.«f¢_§]«f¡a¢c¼y§T¢Â®qÝ?·f¨¸Ýw«tÝ€¼aªy¹«Ê¨Ÿ®žªy§®qÝ«f¡a¢¤Ý€®Ê²r ).À + o ‚a)©À + £"š Ý€®«Ê®«Ê¡a®¢§T¢Â®qÝ«Ê¡y¢Â«M¥qf¬ž¢«t·¢-ªy§Ê¨V«k¦ž6 3 †¡y¨Ÿ§Z¥žāāf®¥¹M¡¨©§]§T¼y¹_¹¢!§Ê§TÝ€¼a±í¨Ÿª¥cÐ]¨©·¢ê.¥qf¨V¢-«k¦=®qÝ3Ø µ Ø µ ¥qāȳ±V¨©¹-¥q«Ê¨Ÿ®žªy§_¯/®§Ê¨¸«f¨Vꢳ¹-®žªy§T«f¥žª¢«f§¢ÙÐ]¨V±Ÿ±]Ý€®·¹¼y§=²c®¢§k«®žÝt®¼a=·¨©§Ê¹-¼y§Ê§Ê¨Ÿ®žªÿ®žª «Ê¡a¢Ù²0®§T«=¯/®žā¼a±©¥q=¥žªyÿ§T¨Ÿ²0ā±V¢!§k«¥ž±V¬®žf¨¸«f¡a²&-I«f¡a¢Ùf¥žªy·®²BÐÑ¥ž±VÒµ ®žª+§T¨©·¢-…4yM§T«Ñ«f¡a¢®žªy¢6¨m·¨V²0¢_ªy§T¨Ÿ®žª+¥q±íØÙ¢«fÊ®¯+®±V¨©§]¥q±Ÿ¬ž®Ê¨V«Ê¡y²ì3 O®€4yÇC¨©·¢_¥§7-a§Ê¼aā¯/®§Ê¢t«Ê¡y¥q«ØÙ¢-«Êf®ž¯/®ž±Ÿ¨Ÿ§†²0¢«f¡a®·í«Ê¡y¢āÊ®¯+®¢§Ê¥ž±í·¢-ªy§Ê¨V«k¦=¨Ÿ§Z¬ž¨Ÿêž¢-ªì°{¦+ x ¢Ð x Š×8).¢Xv+ o¢Ç·¯ ô‚ ¨Ÿ§Ä¥c¥žÊ°y¨¸«ff¥žÊ¦=·¢_ªy§Ê¨¸«k¦Ý€¼yªy¹X«f¨V®ªº¥qª+£ÑÊ®¢¥ž·±Ÿ¦=§Ê¯+¢!¥qÒ{¨Vªy¬œ-{«Ê¡y¢¤¹®žª+¹±Ÿ¼y§T¨Ÿ®žª+§,®žÝO«f¡a¢_§Ê¢¢Ç{«f¢-ªy§Ê¨V®ªy§†¹-¥žªì°/¢¤§Ê¼a²0²0¥žÊ¨©§Ê¢_=¨Ÿª·Ý€®Ê²¥q±Ÿ±Ÿ¦«Ê¡{¼y§_