Implementation of Stochastic Neural Networks for ...

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However, defining a suitable stochastic neural network needs an understanding of deterministic neural networks and some related mathematical theory. Therefore, ... %PDF-1.6 %âãÏÓ 10obj<> endobj 30obj<> endobj 40obj<>/Type/Page>> endobj 50obj<>stream xœWÉr7½ÏWà8s4–n¥²”“Šeú”ÊÁ–DY‹²ìøïÓÀ,艆m±T½¾î×ï”єɟqq¹k¾»@usߔmuñó°8Þ4w i—ÿʆ\_îÔ÷kVL Œ6^­7Ñ)%oûs«ˆt²)( =YµÞ5µ¿v+£}0Û]Ç!` ”Ú÷ÝÊj°Îa»í@;J>´×|!š˜FÑàœÜÝW­Ó>íënå4P2‘7W D€ö¶ãØÉ°«CNlJè«ÎkçcãyÖߣŽ"³dôÞÆö%K"R’ÖGLíeu´mû¶·ÑO1ñù}tðV|[&ÖÍ©aÞÿÈ~Fœ!òP­'—ÂÏv²zÊÔ¨T#ùÄ+c=&™Ð±úü§ú¼Ê\°ó\±M F’0×øTÁü½þ­‰¤ ©•óÚsç\q_B3›A,«•§†‘ُ¥¼©éöÉ £ö¢‚Uíì+W£¶Kø°ÿ™Á²¹ëgiˆ¦™ /J,1Ö6¿$b}7#› iýŒ.„tÆkR‘Ø­/tdõ»^%è‡ý\%pÒF¨¬jJKWœJh4r,e5ºL¼JH6dB–—Tr°lÜ`ÎØ:¢çÒ°„dža;¦1³UŽÛPnnXê}2Êà£Îȍ ™Ù‚oßt+âtMiŒÀíƽ9¸I‹3!ƒ‘‘Šè®z}[fʓŒs/²ªïÅ.³’7ì±[¡v H8“Æ„èVlW»›IíAxØf³D9ÈÍ¢Ýí|= ÷ˆZ™ñ¾f\ƒ8Õ°ü-&,ÕàP£ïÃ`„uBÞ{[ë#«\ &”óeè»BபÉìe¢àëiu~–¢—?ÈB.…ýd¯Ù[„ÄÍ¢ëÅ¥°6„æx.m͟=xxóøÿp *8È[JÊ'Ϗˆáfÿ½Ì3“(ϘŎ1m­ÍàðfÏS:‡g+8È·CYB*73)ĜÏdaÃ#ÓúBƒéü'(æ˂§¹O‰Äj›Mr70D·u)|^M¢Âä£Ié{—×d­±ÒÕô’I _ûIàFËõQ§€g×ÃGn£Gõ81¬!•kÕiòCUÄD‘l.¨mpa6PŸ—‹2†trÈ]Ö}?Vƒ¢ÏO^bŠL˜p6È.:Nùl#×S9—o÷ä7"oð)«þO½ª!äê*~p­ÿ¿”.M)šÙkdù}3=Kžç~p)ú/=‰¾âaÁfsfG/Ï¿ ´ùª@«‰™Æ øCCf$ˆ)j—)vY‰-©»]’|5ò½ž ó…¥Ù´r=s `”Ÿ¿ÄüÀfRyc¦lɄ‚9±Æ.ód92¼`çåøiݼh,³[}j¬zÇÿ· mUˆ„:¢Ú5ù'ÒôuÛ¼lø1›©àÍpn;àe uñQ endstream endobj 60obj1152 endobj 70obj<> endobj 80obj<> endobj 90obj<> endobj 100obj<> endobj 110obj<> endobj 120obj<>/Type/Page>> endobj 130obj<>stream xœ­\Ëv·Ýó+f—™³ÝxuÉÊ>yر¢Ë9>EE䈢©×oä+ó)t 0Mʶnv…ªBÝzãw›¾rÓûãÃùíÑ×/„Ù¼úõhz¿yñ÷ðpÿêèݑí”ÿgzÏ緛oOüÌqC„N®ŽúÎ9§ÅôQl¬éúљíûasr{´ÝìNþs¤•éšt<1prq´ýÞ¿þëÉя´šVƒÛÙwÃ(7·ôç(–?oæ?u?,ÒàôçõÑϛý—sl¤î¤õž8ûñ‘tm¢+Ç@Xôr3jٍƒðT_n¿Ù‰Îر۳©AÚajûëNvB½}ØÓÓÐËa{ï¿cʺí©í¤¢¡çé14q{¬:=Z3lßÝ«ÝÐ =ü~ºSݨG9âKX÷æ_.c_§‘Ë;4¿“RlߔõvGº–ÒFJ¢ãòÅãeõÀj@bO¢*«¬Ku §¶w0Tˆš…å€XÒÑMz ë^…÷ËÂ06´ïHF,j)÷»ŸüãHM¸ñöEyIêÎôdSíMNÌÔ[ê׺žX쉗°˜h¤4½_îX:"EV¬Èx‡yQT0ø–Åý}͛-ÌäÅM€ÛdB £ð÷Œ…g’sÆcÿ2áqÈ׫Œ>Š ÀàuäEkü'-e¥rC´Epáí>,?g‰’ß®¯_¸›ö)8e‡Âï֐HnÌÏ'i¡£‡RÒ;ãÁ]ß'õýîØu£ê{¿o‚xg(b”Úqß)ãh-ÏêØ)Gûz»3Öƒ…Wû4çdw£› u¬»Þmáåkù6 ;*’Õ´g£õ(ó¬0ðù§y½Œøï@ô|GÑGõ:ZG|ýêõ/ûqÔ@áµËZ¡F¤Ö}>m¾Gã-m@(±Ô~Úý¢˜°–eZ1™Ê ±ÄÍGR‚é$…í> }Cög{Ӕ&-pÅiæå ށ|‘"ëÝ˱Óvvßw`ð”€þ§ô´)¥‹Ö»Ú4 ½ïa»^¥±Iª~ìHÎr@Z8ížÁgӍÖ)½ýÑ%à9×ÌöÔ'Š¸„\G4Íèìfè{‚Ö#ñ, ȔɌĻpþÖóa㶟9­}ç=TïÌÈ@¯­ëgÑ×`ÂÜ´Þ,‚Rš´â»ŒV¥ïZÍ2m7JL¯È¼ç”ѯ³$þñ*|…Wç“wÇ7sƒ¶CÖA»H¶o¢~%­eé‚ôГ͆µI+$È7h%t-ÈìDžþV½4³‘}O¸y3¿¦DØçÇ‚H:7"ý_¶ß,ԞOJ¸0]‘Eþ²›¦h5!AhOÈEÕaöÀϲZÌñæ׆Nzã€`@Ð21Eÿ8+£Ÿ¢«#µi_µT`$±=ۗ$£—:æMaL»¥GÙiÏÖôQã’zN®3 ¦Ù·þ«6ΙHƃ¹†nÒ~yÜҋzU~>¬ü–×KR°6‹@9‰)›#‹“¸Æé¢ï‡r[üKÈgSQ6†D1ƒvIz0â÷ð5’…„&èp&VØ@yV[“™úòú&{ÁùjGîWôJæà{=ÀÙçðt‚zµ‡¢×”ƒt&©2†÷Œ¨+º;KVðk@̄™ÈÁÕì_„ñ»t…¨+¼øsCÄ_€Äõ(jڑ§ Ýxµ8±ÜwÆ·¥#h¡zuoîXò8í|v4•ö€Ý¢ý´“d'¡™ñš£ÔìQ8èY×ãý²Zâ5€ð-.!@ ñãˆz™bŸâ@üú~ÙïÚ½Fâ£L?« ѵÁf矅&'/)¹=Ùy½õ©ÕÁ³\¸tÜéðŠñ@~ûnXSžc˜¹r~±„ƒsnÞ³wŸP{9#љNK(D­#‰zH›¨yÎ#ÌhAãf‚–ɳ}ÞI’3Ôñ³œCšŒtiQ8#Fr°»1«á’ïé|Ž‘ Áò)¸×Þ¡¹5Ӄ"Ýlz;á{/1ƒe7¢PGÄØEv¼!ieʧ„‘â=¸j?qY2Q»ýR6°Ì¢ÌƵœ÷]æ)*Ã¥šó˜µ!f¬'½BnÆÁ„*u‰©wö®ÁãjPKš i êñ݂4”çãò6l̇áó­vûUNyÞp³FKˆ!O¥GðeW0À”@â[‰³‚[Ù#¢ ¬’ ‹´¶ßï{\clï¥è1óÆa%¨².ëÍO=†ð²Î_Y”]œ•µ8iýºV}jLJ¾ºÔ‚²`×9Ù8+`¿ÂôVÖ¿¿a§}ozÁ PÙgŠxj]¬r±çG¬æšq ïçøÕź½Vîï‡ý7Ë°#é}Ój==>ê³Å&ðZ…χlëƒØ‚1÷Œ>9—Îaã˜Àšg“TœzæÔ«¢Ìõ曗[qÆArUÉvǃ®V@èåˆ,



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