Classification with Multiple Latent Variable Models ...


 

  
  
!#"$ !%&(')*+-,
!. 0/!%
 1 123 41565 87 &*&:9)?A@CBEDGFIHKJ)FML N FIOQPED RS T%UWVYX[Z]\A^`_TbaYcedfegihjWk+glkW^ JmDGnoJmDpFMqYFIOQDpr@sS t0Z]Ttu_TbaYcedfegihjWk+glkW^ vxwzyA{Y|A}Q~€lwe{‚ƒwe„†…†‡yx„€}zˆW…†‡~Š‰‹wz„€Œ`ŽA%{A‘z‡„’i~Š“”wz …% •Š–:‡—e‡{WŽY˜ ™›š™Aœ‹wC‚žAŸs AŸeŽM¡I¢£ e ¤bœ¥…† •Š–:‡—e‡{WŽx¦¨§x‡©…%‡~€§A‡„€ˆ‘}z{x|A ¬ª «b­e®`¯A°±²® ³´{µ~’§A¶u·x}£·²‡„u‰‹‡¸·A„€wz·²we’‡¸}¹–:‡~€§Aw`|µ~€wºyx’‡ –»yAˆl~’‘·Aˆ‘‡¼—e‡{A‡ „€}£~’‘z‡0–:w`|`‡ˆ¶»ƒwz„:½ˆ¶}z€¾l¿Y½}£~’‘wz{ ~€}z’Œ`™¦¨§A‡©¾~€}£{Y|A}£„|0}£·x·A„’wI}z½§:~€wyx’‡—z‡{x‡„}QÀ ~’‘z‡–:w`|`‡ˆ¶ ƒwz„K½ˆ¶}z€¾l¿Y½}£~’‘wz{‘ ~€w©~’„}£‘{”}¾‡ ·`À }£„}Q~’‡–:w`|`‡ ˆ£ƒwz„[‡ }z½§½ˆ‘}e’ ™[Á¹{AwQe‡ˆz|x}Q~€}¨·²wz‘{I~ ‘-~’§A‡ {º½ˆ¶}z€¾l¿x‡s|ÃÂI“Ä~’§x‡‚–:w`|`‡ˆK~’§x}£~»—z‘z‡s-l~ ~’§A‡Ã§A‘—z§A‡sŠ~1·A„€wzÂx}zÂA‘ˆll~Š“z™Å¦¨§A‡Ã}£ˆ‘—zwe„’l~’§A–Ɖ‹‡ ·A„’we·YwI¾‡&}£ˆl~’‡ „€%~’§A‡:·x}z„€}z–:‡~’‡ „€%w£K~’§A‡&–:wM|A‡ˆ¶ ~’wÇl–:·A„€wQz‡‚~’§A‡1½ˆ¶}z€¾l¿Y½ }Q~’‘wz{È}z½½yA„}z½“e™¹¦¨§A‡ }£ˆ‘—zwz„€l~’§A–ɶÂx}e¾‡s|uwz{u~’§A‡»–:}£`l–yA–ʇ {e~€„’we·M“ |`‘€½„€‘–&‘{x}£~’‘wz{¥–:‡~’§Aw`|ˎ©„€‡ ½‡ {I~’ˆ‘“µl{I~’„€w`|`yx½‡ | ÂI“u¦©™xÌI}z}£ŒMŒewzˆ¶}A™KšbyA„†}z·A·A„€we}z½§¼‘%–”}z|`‡-½wz–&À ·Ay`~€}£~’‘wz{x}zˆlˆ‘“~’„}z½~}£ÂAˆ‘‡†ÂM“:}z€¾yA–:‘{A—©~’§Y}Q~K‡s}z½§ w£¨~’§A‡¼–:wM|A‡ˆ¶-¶»|`‡~’‡„€–:l{x‘¾~’¶½£Ž ÂM“ĉ§x‘½§¹‰‹‡ –&‡s}£{u~’§Y}Q~b}”|A}£~€}£ÀÍ·²wz‘{I~†‘b}z€¾w`½¶}Q~€‡ |‚~’w”we{Aˆl“ }»’l{A—eˆl‡bˆ‘}£~’‡ {e~‹wz„K§A‘|x|`‡{uŠ~}Q~’‡e™¦¨§A‡b„€‡ ’yAˆl~’‘{A— }£ˆ‘—zwz„€l~’§A–ζ}£{l{I~’‡ „’‡sŠ~€l{x—bQ}£„€¶}£{I~wzx~€§A‡¾yA·AÀ ·Ywe„¾~z‡ ½~’we„†–”}z½§A‘{A‡»ˆ‘‡ }z„’{xl{A—¼}£ˆ‘—zwz„€l~’§A–1™†ÏLJ ¾§AwQ‰$}z{x|»½wz–:·x}z„’‡~€‡ ¾~„€‡ ’yAˆl~€wz{}%§x}z{x|`‰„€i~’À ~’‡{|`‘—zl~†„€‡ ½we—z{Al~’‘wz{¼·A„€wzÂAˆ‘‡–1™ +Ð ÑÒIÓ ®M¯xÔ¨ÕbÖ%±²®A×ŠÔ Ó ˜Ø„’weÂx}£Âxlˆ‘‘¾~’¶½+—e„€}z·A§A¶½}zˆe–:w`|`‡ˆ¶ Žz¾yY½§}z§A¶|A|`‡ {&Ù¸}£„€ŒzwQ –:w`|`‡ ˆ‘”ÚGœ‹}zyA–m‡~-}zˆG™‘Ž+Ÿ žMÛQ IÜŽ[’l—e–:wz¶| ²‡ˆ‘l‡‹{A‡~Š‰Kwe„’Œ` ÚG…†‡s}£ˆÍŽAŸ žežAŸsÜE}£{Y|»§A‘‡„}£„½§A¶½}zˆe–:lI~€yA„€‡  w£²‡`·²‡„’~€ÚpÌewz„’À |x}£{1Ý)ÌI}z½weÂx ŽYŸsžzž£ÞMÜØ}z„’‡‡A½‡ˆ‘ˆl‡ {e~€ˆl“¼¾yAl~’‡s|0~€w”|`‘€½wQe‡„ §x‘|A|A‡{¥¾~’„€yx½~€yA„€‡ 0‘{ß½wz–:·Aˆ‘‡µ|A}Q~}A™à³´{¥·x}£„’~’¶½yAˆ¶}£„¼i ·x„’‘wz„1ŒM{AwQ‰ˆ‘‡ |`—e‡¸¶}CC}zlˆ¶}£Âxˆl‡Ã}£Â²wzy`~1~€§A‡¹¾weyA„€½‡ ¼~’§Y}Q~ —e‡{A‡ „€}£~’‡ ~€§A‡ØweÂx¾‡ „’e‡ |©|A}£~€}AŽQ’yx½§»áIâãäâå’æ£çGè]éQâ¨ê”ë ìeâíïî˽ }£{ ·x„’wQM¶|`‡b}&½we–&·Y}z½~¨„€‡·A„€‡ ’‡{I~€}£~’‘wz{0wz|A}£~€}»~’§x}£~„’‡ðx‡ ½~€ l~€‚yA{x|`‡ „’ˆ‘“Ml{x—$–:‡ ½§x}z{A‘’–”™Î¤%wQ‰K‡ z‡„sŽ‹l{µ~€§A‡‘„¼¾~€}z{`À |x}£„|ÈyY¾‡eŽK—e‡{A‡ „€}£~’‘z‡1–:wM|A‡ˆ¶0}£„€‡1ˆl‡s’0’yAl~’‡s|ºƒwe„‚½ˆ¶}z¾À ’l¿Y½}£~’‘wz{ß~€}z’Œ`Ž©’l{x½‡¸~€§A‡“ߧx}Cz‡Ç²‡‡{ñwz·A~’‘–&‘ò‡s|߁ƒwz„ ˆ‘‘Œz‡ˆ‘‘§AwMwM|1‡sŠ~€l–”}£~’‘wz{WŽä}£{x|¸}£„€‡{Aw£~wz·`~€l–”}£ˆ‘ˆ‘“‚~€yA{A‡ |~’w –:w`|`‡ ˆA~’§x‡%½ˆ¶}z€¾l¿Y½ }Q~’‘wz{&²wzyA{x|x}£„€“z™+šb{~€§A‡†wz~’§A‡ „+§x}£{Y|ˎ –:w`|`‡ ˆ‘&~€§x}Q~‚}z„’‡1wz·A~’‘–&‘ò‡s|ȁƒwz„0½ˆ¶}z€’i¿Y½ }Q~€lwe{WŽK’yx½§¬}z ’yA·A·²wz„’~e‡ ½~’wz„–”}z½§A‘{A‡ uڃó+}z·A{A‘ŒäŽ†Ÿ žeže¢zÜŽEwz]~’‡ {ºwz·²‡„’À }£~’‡uˆl‘Œz‡¼ÂAˆ¶}z½ŒIÀͲwC`‡ }£{x|ºˆ‘}e½ŒÄ‘{x’l—e§e~:‘{e~€wÄyx{x|`‡„€ˆ‘“I‘{A—

—e‡{A‡ „€}£~’‘z‡–:‡ ½§x}z{A‘’–”™ ô†‡ ½‡ {I~’ˆ‘“zŽË§AwQ‰‹‡e‡„sŽYÌI}z}£ŒMŒewzˆ¶}:‡~}£ˆÍ™:Ú¾Ÿ žežzže܆·A„€wz·²we’‡ |} —e‡{A‡ „€}zˆƒ„}£–:‡‰‹wz„€Œ¸‘{$‰§A¶½§Ã~’§A‡ “Ç~’yA{A‡u}—z‘z‡ {$¾‡~»w£ ·x„’weÂx}£ÂA‘ˆ‘‘¾~’¶½0–:w`|`‡ˆ¶:¾yY½§$~’§Y}Q~”½ˆ¶}z€¾l¿Y½}£~’‘wz{$‡ „’„€wz„wz{ ~€„€}zl{xl{A—|A}£~€}1¶–:l{xl–:‘ò‡ |W™¼¦¨§A‡”–:‡~€§Aw`|э-Âx}z’‡ |Äwz{ ~€§A‡‹–:}£`l–yA–8‡{I~’„€wz·M“·A„’‘{x½l·Aˆ‘‡z™Á% }%’·²‡ ½¶}£ˆM½}e¾‡eŽs~’§A¶ ƒ„}£–:‡ ‰Kwe„’Œ”‘{x½ˆ‘yx|`‡s¾yx·A·Ywe„¾~†e‡ ½~’wz„¨–”}z½§xl{A‡s™ ¤%wQ‰K‡ z‡ „ Ž%}z·A·Aˆ‘‘½ }Q~€lwe{ßwz-~’§A¶1ƒ„}£–:‡‰‹wz„€Œõwz{8}ȍ’‡~w£ ·x„’weÂx}£ÂA‘ˆ‘‘¾~’¶½&—z‡{x‡„}Q~’‘z‡–:wM|A‡ˆ¶‰i~€§¹}¼ˆ¶}C“z‡ „©w£Kˆ¶}Q~€‡{I~ Q}z„’¶}£ÂAˆ‘‡ ¶”½wz–:·AyA~€}Q~€lwe{x}£ˆ‘ˆ‘“¹l{I~’„}z½~€}zÂAˆl‡e™$ó+}£„€¶}Q~’‘wz{Y}£ˆ ~€‡ ½§A{x‘öIyA‡s ‰§A¶½§)½}z{ÎÂY‡Èyx’‡ |8~€w÷wz·`~€l–:‘ò‡º~’§A‡Èˆlwe—£À ˆ‘‘Œz‡ˆ‘‘§AwMwM|Äw£¨¾yY½§¸–:w`|`‡ˆ¶}£„€‡{xw£~-}£·A·xˆl¶½}zÂAˆl‡eŽ[’l{x½‡:l{ ~€§A¶%€½§A‡–:‡~’§A‡ “u|Aw”{Aw£~†·A„€wQM‘|A‡©}:ˆ‘wQ‰‹‡„²wzyA{x|uwz~€§A‡ weÂ`•Š‡ ½~’‘z‡uƒyA{x½~’‘wz{÷}z{I“È–:wz„€‡z™÷³´{õ~’§x‘‚·x}£·²‡„0‰‹‡|`‡ }zˆ ‰l~’§¥~’§A¶¼·A„’weÂAˆ‘‡–6ÂI“¬yx’‘{A—ñìeâç´âåê&è]ãxè¶îçÍèpø¼—z‡{x‡„}Q~’‘z‡ –:w`|`‡ ˆ‘ Že‰§x‘½§0§Y}Cz‡†Â²‡‡ {0l{I~€„’w`|`yx½‡ |:„€‡ ½‡{I~’ˆ‘“uÚpÏćsŠ~€‡„’À |A •ŠŒ ‡~-}£ˆÍ™lŽŸsžzžzžzÂWùäÏćsŠ~€‡„|` •ŠŒ ‡~-}£ˆÍ™‘ŽŸ žzžežz}IÜ™©³´{¸~€§A‡ ’‡ –:w`|`‡ ˆ‘ ŽQ~’§x‡Kˆ¶}C“z‡ „Ewzxˆ‘}£~’‡ {e~Q}£„€¶}£ÂAˆ‘‡ E‘„€‡·A„€‡ ’‡{I~€‡ |ÂM“-} ’‘{A—zˆ‘‡¾~€}£~’‡zŽä‰§A¶½§Ä’‘–&·xˆll¿x‡ b~€§A‡»ƒ„}£–:‡ ‰Kwe„’Œu½wz{Y¾¶|`‡„’À }zÂAˆ‘“zŽC‰§A‘ˆl‡~€§A‡+·A„€‘{x½‘·Aˆ‘‡+w£A§A¶|A|`‡ {‡`·Aˆ¶}£{x}£~’we„’“%ƒ‡ }Q~€yA„€‡  wzE~€§A‡-|A}£~€}&‘¨„€‡~}£‘{A‡ |W™ ¦¨§x‡ ·x}£·²‡„‚‘‚wz„€—e}£{xlò ‡ |õ}z:ƒweˆlˆ‘wQ‰†™ñ³´{¥úM‡s½~’‘wz{¥ûlj‹‡ Âx„’‘‡ðx“„€‡M‘‡‰àÌI}z}zŒIŒewzˆ¶}Aü ƒ„}£–:‡‰‹wz„€Œä™©³´{ÇúM‡s½~’‘wz{Ãý0‰‹‡ „€‡M‘‡‰(~€§A‡Ç|A‡~’‡ „’–:‘{A¶Š~€‘½¸—z‡{x‡„}Q~’‘z‡¸z‡ ½~’we„¼öIyx}£{I~€lòs}QÀ ~€lwe{þÚÍÿ
ó ©Ü0–:w`|`‡ˆ¶ ™Å³´{ñúM‡s½~’‘wz{ßÞȉ‹‡Ä|A‡ €½„€l²‡Ä§xwQ‰ ÌI}z}zŒMŒzwzˆ¶}Aü  ƒ„}£–:‡‰‹wz„€Œ”½}z{‚²‡}z·A·Aˆ‘l‡s|0~€w:ÿ
ó ñ–:w`|`‡ ˆ‘ ™ ³´{Ã}z|x|`i~€lwe{ĉ‹‡:|`‡ €½„€l²‡&~’§A‡:‘{x½„€‡–:‡ {e~}£ˆ}£ˆ‘—zwe„’l~’§x–(~’w we·`~’‘–:lò ‡”~’§x‡¼ÿ
ó ʖ&w`|`‡ ˆ‘ ™u³´{ºúM‡ ½~’‘wz{º¢u‰‹‡0|`‡ €½„€l²‡ ’‘–»yAˆ¶}Q~€lwe{„’‡s¾yAˆl~€ ™[ÏLJ؇ {x|‰l~’§&}†|`¶’½yx’’‘wz{‘{úM‡ ½~’‘wz{ ¡x™  Ñ  ° †× à Ö  Ó ®`¯A Ô  ÷ג­I±ä¯Y× × Ó °E®A×¾Ô Ó ³´{»~’§A¶ ¾‡s½~€lwe{-‰K‡‹ÂA„€l‡ðx“|`¶’½yx’E~€§A‡K–”}£M‘–»yx–ñ‡ {I~’„€wz·M“ ½ˆ‘}e’’l¿Y½}£~’‘wz{ȁƒ„€}z–&‡ ‰Kwe„’Œ¹‰§x‘½§¬‰¨}z:wz„€‘—z‘{x}£ˆ‘ˆl“Áƒwe„’–y`À ˆ¶}Q~€‡ |¬‘{¥ÌI}z}£ŒMŒewzˆ¶}ć~¼}£ˆÍ™ÉڊŸsžzžežeÜ™àÁb0‘{µ~’§x‡¸wz„€‘—z‘{x}£ˆ ·Y}£·²‡„sŽe‰‹‡†‰‘ˆlˆ²„’‡sŠ~€„’¶½~‹wzyA„’‡ˆ‘z‡ ~€w-~Š‰‹w£À´½ˆ¶}z€+½ˆ¶}z€’i¿Y½ }QÀ ~€lwe{1·A„’weÂAˆ‘‡–”¨‰i~€§½ˆ¶}z€Kˆ¶}£Â²‡ˆ¶ Ÿ  Ÿ e™ Áb’’yA–:‡~€§x}Q~†ƒwe„%}:—z‘z‡ {½ˆ¶}z€ ©‰K‡§Y}Cz‡-}:·A„€wzÂx}zÂA‘ˆll~Š“

|A‘¾~’„€lÂxy`~’‘wz
{ Ú Üwz%·x}Q~’~’‡ „’{x  ™¹¦¨§A‡¼|A‘¾~’„€lÂxy`~’‘wz{ ¶‚|A‡~’‡ „’–:‘{A‡ |¬ÂM“¬½ˆ¶}z€0’·Y‡s½l¿Y½·x}z„€}z–&‡~’‡ „€  ™Î¦¨§A‡ |A‡ ½¶’lwe{$„’yxˆl‡¼~’wǽˆ¶}z€¾lƒ“¹}¸|A}£~€} ·²wz‘{I~ ¥‰i~€§õ}¸—z‘z‡{ ·Y}£„}£–:‡~€‡„:¾‡~¾~’‘{A —  ¶&—z‘z‡ {ºÂM“Ã~’§A‡’l—e{Èwz†~’§x‡1|A‘¾À ½„’‘–:l{Y}£{I~¨ƒyA{x½~€lwe{

Ú  »Ü µˆlwe— »Ú     Ü  Ú¾ŸsÜ  ˆ¶}z€’i¿Y½ }Q~€lwe{ wz{ÄÂx}z’‘wz+~’§A‡&‰§Aweˆl‡:|`¶Š~€„’‘ÂAy`~€lwe{ Ú-Ü ¶1|`wz{x‡Äyx’‘{A—$~€§A‡¹}Cz‡„}£—e‡Q}£ˆ‘yA‡Äwz-~’§x‡Ã|A‘€½„€l–:‘{x}£{I~ ƒyx{x½~€lwe{1}£~†·Ywel{I~ Ž   EÚ-Ü !Ú  -Ü ÚÍûzÜ  ¦¨§x‡b·x}z„€}z–:‡~’‡ „‹|A‘¾~’„€lÂxy`~’‘wz{ EÚ!-Ü+~€§x}Q~¨–”}£Œe‡ K~’§A‡ˆ‘‡ }z¾~ }e’’yA–:·`~€lwe{x¸}zÂYwey`~ ~’§x‡È½§Awe‘½‡$w£:~’§x‡º·x}z„€}z–&‡~’‡ „€
  ‰§xlˆ‘‡ÄweÂY‡ “Ml{A—º~’§A‡Ã½we{x¾~’„}£‘{e~¼~’§x}£~¼~€§A‡Ä~’„}£‘{Al{x—õ|A}£~€} }z„’‡1’‡·x}z„€}£~’‡ |ȉ‹‡ˆ‘ˆ†½}£{õ²‡1ƒwzyA{x|ȉl~’§õ~’§A‡–”}£M‘–»yx– ‡ {I~’„€wz·M“–:‡~’§xwM|W™:Ù wz„€‡·A„€‡ ½‘’‡ˆ‘#“ "©ú`yA·A·²we’‡”‰K‡:§x}Ce‡} ’‡~wzØ~’„}£‘{A‘{A—1|A}Q~} $&%(%' )  ‰i~€§Ç½wz„€„’‡s¾·²wz{Y|`l{x—¼½ˆ¶}z€ ˆ¶}£Â²‡ˆ¶ *+%  %' )  ™¦¨§A‡»–”}Q`‘–»yA–m‡ {I~’„€wz·M“¼–:‡~’§Aw`| –”}£MlÀ –:‘ò‡s%~€§A‡&‡{I~’„€wz·M“1w£+~€§A‡:|`‘¾~’„€‘ÂAy`~’‘wz{ EÚ!-Ü%’yAÂ`•Š‡s½~~’w ~€§A‡-½ˆ¶}z€’i¿Y½ }Q~€lwe{¼½we{x¾~’„}£‘{e~   Ú-,Ü *+% Ú &%- -/Ü .102%  ÚGýeÜ ‰§x‡„€3‡ 0 %K}z„’‡~€§A‡-|`‡ ’‘„’‡s|¼½ˆ‘}e’’i¿²½}Q~€lwe{‚–”}£„€—z‘{x ™ ÌI}z}zŒMŒzwzˆ¶}©‡~¨}£ˆÍ™ڊŸ žežzžI܍¾yx—z—z‡sŠ~¨}£{0‘–:·A„€wQz‡–:‡ {e~Ø~’w~’§A¶ }z·A·A„€we}e½§»ÂM“»‘{x½ˆ‘yx|`‘{A—·A„€‘wz„‘{`ƒwz„€–”}Q~’‘wz{:}£Â²wzyA~~’§A‡†·Y}QÀ „}£–:‡~’‡„KQ}£ˆ‘yA‡ 4 Î}£{Y|”–”}£„€—z‘{0Q}£ˆ‘yA‡  05ÎÚ 0   - 60 ' Ü™ ¦¨§x‘º‘È|`wz{A‡¥ÂI“ ‘{x½we„’·²wz„}Q~€l{A—Î}ηx„’‘wz„º|A‘¾~’„€lÂxy`~’‘wz{ 87e!Ú  ,0WÜ‘{e~€w~’§x‡‚–”}Q`‘–»yA– ‡{I~’„€wz·M“¸ƒ„€}z–&‡ ‰Kwe„’Œä™1¦¨§A‡ weÂ`•Š‡ ½~’‘z‡1w£~’§x‘¸êè]ãYè] ê 9`ê å’âí‘æQçÍè]éCâÇâãYçGå€;ë :=:äåè]ã²øè :²ílâ ¶b~’wu–:l{A‘–:lò ‡&~’§A‡:„€‡ˆ¶}Q~’‘z‡‡{I~’„€wz·M“1²‡~Š‰‹‡‡{Ä~’§x‡·A„€‘wz„ |A‘¾~’„€lÂxy`~’‘wz?{ 7 Ú -ܨ}z{x|0~€§A‡{A‡ ‰ñ|`¶¾~’„€lÂAyA~’‘wz?{ EÚ!-Ü ÚpÞIÜ @ AÚ CB,D7sÜ    EÚ! ,0WÜMˆ‘wz— EÚ7 !Ú  ,60W0ËÜ Ü  ’yAÂ`•Š‡s½~~€w~€§A‡-½ˆ¶}z€’i¿Y½ }Q~€lwe{¼½we{x¾~’„}£‘{e~-"  8E F Ú 60Ë&Ü G *+% Ú &%- -Ü H0 %JIK.ÈM   L=N  ÚÍ¢zÜ ¦¨§x‡-|`‡ ½‘’lwe{¼„€yAˆ‘‡ƒwz„†}:|A}Q~}&·Ywel{IO~ Ç‘ *?µ’‘—z
{ P   Ú-Ü Ú  »RÜ Q ÚG¡eÜ ¦¨§x‡©’wzˆ‘y`~€lwe{‚~€w~€§A¶¨·A„’weÂAˆ‘‡–Łƒwe„K~€§A?‡ S ·YwIŠ~€‡„€lwe„ ü`|`¶Š~€„’lÀ Âxy`~’‘wz?{ EÚ! ,0W܋§x}z‹~€§A‡©ƒwz„€– F Ÿ EÚ 60ËÜT U»!Ú V²Ü 7 Ú 60ËÜ6W+XZY\[ Y,] ^_Y!`&aAb+Yc  Yd  Ú Û£Ü

‰§x‡„€‡

F  8  E F 7 Ú 60ËÜ6W+XZY\[ Y ] ^ Y `&aAb Y c  Y d  U-ÚJVYÜ

!Ú eeÜ ¶~€§A‡0·x}z„¾~€i~€lwe{ǁƒyA{x½~€lwe{¹‰§A¶½§¹{Awz„€–”}£ˆ‘lò ‡ ~’§x‡¼|`¶Š~€„’lÀ Âxy`~’‘wz{fEÚ! ,0WÜ™ ¦¨§A‡¹e‡ ½~’wz„1wzg[}z—z„}£{A—e‡¸–yAˆi~€l·xˆl‘‡„ Vh ÚJV  _V Ü‘»—z‘z‡{ÃÂM“ ~€§A‡ÄÚpyA{A¶öIyA‡sÜ©–”}£M‘–»yx– wz  - ' i ÚJVYÜ 1ˆlwe—TU-ÚJVYÜ  ÚGžeÜ yx{x|`‡„¨~€§A‡-½we{x¾~’„}£‘{e~jV % .õ  L=N ¯ r$Ö%° Ó ®A6× sË°E®A×¾Ô Ó kÑlnm[Ójm ¯A°®A×Ro mqpHm ±²®`Ô+Z Áb+}©—z‡ {A‡„}Q~€le‡K–:w`|`‡ ˆAƒwz„ ~€§A‡%½ˆ‘}e’’·Y‡s½l¿Y½¨·A„€wzÂx}zÂA‘ˆll~Š“ |A‘¾~’„€lÂxy`~’‘wzt{ Ú Üwz~’§A‡:|A}Q~}”‰‹‡»‰‘ˆlˆ yx’‡-~€§A‡&ÿ‡ {`À ‡ „€}£~’‘z‡uó‡ ½~’wz„ byx}z{I~’‘ò }Q~€lwe{º„€‡·A„€‡ ’‡{I~}Q~’‘wz{õ|`¶’½yx’’‡ | ‘{8ÏćsŠ~€‡„|` •ŠŒ÷‡~¸}zˆG™ ڊŸsžzžež£ÂYÜ™³´{ß~’§x‘–:w`|`‡ ˆGŽ-|A}£~€} ·²wz‘{I~€}z„’‡&‡`·Aˆ¶}£‘{A‡ |Ä‘{¸~€‡„€–:©wz‹½wz–»Âxl{x}£~’‘wz{xwzKƒ‡s}QÀ ~€yA„€‡  ™ ¦¨§x‘¨’‡ ½~€lwe{‚„€‡M‘‡‰†Ø~’§A‡©Âx}e¾¶½%¶|`‡s}»wzW~’§A¶K~’‡s½§`À {x‘öIyA‡e™+vAwz„‹{Awz~€}Q~€lwe{x}£ˆË½wz{Mz‡ {Al‡ {x½‡%‰K‡‰lˆ‘ˆËwz–:l~‹‘{¼~’§A¶ ’‡ ½~’‘wz{¸~’§A‡”½ˆ¶}z€bˆ‘}zÂY‡ ˆ‘ &¾‘{x½‡&§A‡ „’‡&‰K‡:}£„€‡½wz{x½‡„€{A‡ | ‰l~’§&¿x{Y|`l{x—©}·A„€wzÂY}£ÂA‘ˆll~Š“–:w`|`‡ˆMƒwe„+}’‘{A—zˆ‘‡‹½ˆ‘}e’we{Aˆl“e™  we{x’‘|`‡ „†}:—z‡ {A‡„}Q~€le‡b–:w`|`‡ˆ[‰i~€§uwe{A‡§A¶|A|`‡ {$ڃˆ¶}Q~’‡ {I~Ü ˆ¶}C“z‡ „©w£4 uÈÂA‘{x}z„’“ yx{Ai~‰l~’§$¾~€}Q~€‡ L      Ÿ $vÇ}£{x|Ç} ½wz{I~’‘{MyAwzyY[M¶¾‘ÂAˆ‘‡Øˆ¶}C“z‡„‹Ú]~€§A‡Kˆ¶}C“z‡ „E½wz„€„’‡s¾·²wz{x|Al{A—¨z ~€w%~€§A‡ |x}Q~€}IÜ ‰l~’§0Q}£ˆ‘yA‡sw HÎÚ x   - 6x#y - 6x8zbÜ |{ ™vxwz„ }u—ele‡{;‡~-w£K–:w`|`‡ ˆ+·x}£„}£–:‡~’‡„} ʍ’yx½§¹}u—z‡{x‡„}Q~’‘z‡ –:w`|`‡ ˆW§x}z‹~€§A‡©ƒwz„€– EÚ -Ü ~€hEÚ L ‚-Ü ÚpLCÜ  ڊŸs eÜ ³´{=—e‡{A‡ „€}£~’‘z‡z‡s½~’we„ÎöeyY}£{I~’‘ò }£~’‘wz{ ~’§A‡É|A‘¾~’„€lÂxy`~’‘wz{ Ú -ܼ‘¼·x}£„}£–:‡~’‡„€‘ò‡ |¬ÂM“÷}º„’‡s}£}ˆ @„ƒ1uà–”}Q~’„€ln  ‰l~’§Ä½wzˆ‘yA–:{x† …   - … v ™vAwe„b}0—ele‡{ ¾~€}£~’‡L-~’§A‡:‡‰ˆ$|`‡ ¶Š~€„’lÀ Âxy`~’‘wz{&w£= ‚¶ ÿ©}zyx€¾¶}£{‰i~€§–:‡ }z{ jL  X  v‡ )  … }£{x| Q}z„’¶}£{x½†‡ Š €  z Ž b     Ú L ;-Ü àÚÍ\û ‹ŒŠ&CÜ  -W ‘‰’ ‘8“ “ ‘  ڊŸeŸsÜ ”K}z½§¼ÂAl{Y}£„€“‚Š~}Q~€‡©L~€§A‡„€‡ƒwe„’‡½wz„€„’‡s¾·²wz{x|x+~€w:}:½ˆlyx¾~’‡ „ ½‡{I~’‡ „†ˆ‘wM½ }Q~€‡ |u}Q3~ Le™Ø¦¨§A‡e‡ ½~€wz„ … ‡ ½we„’„€‡ ’·Ywe{x|`‘{A—~’w ~€§A‡-½weˆlyx–&{Y¨w£w à‰‘ˆlˆW²‡-½}zˆlˆ‘‡ ?| •âæQJç 9`å’âî™ Á%{”‡A}£–:·Aˆ‘‡†wzä}-’‡~Kw£W½ˆ‘yx¾~’‡„—e‡{A‡ „€}£~’‡ |ÂM“»~€§A„€‡‡ƒ‡s}QÀ ~€yA„€‡ l{º}ÇûCÀ´|`‘–&‡ {x’lwe{x}£ˆ‹¾·x}e½‡¼‘&¾§xwQ‰{¹l{õvE‘—zyx„’‡ Ÿe™ ¦¨§x‡»|A}Q~}:·Ywel{I~¨ƒwz„†‰§x‘½§u~’§x‘b½ˆ‘yxŠ~€‡„€l{x—”‘¨ƒweyA{x|}z„’‡ ·xˆlwz~¾~’‡s|‚‰l~’§1’–:}zˆlˆW|Aw£~€ ™…†wz~’‡~’§x}£~¨~’§A‡©{MyA–»Â²‡„wz[ƒ‡s}QÀ ~€yA„€‡ w u1¶{Aw£~+„€‡ˆ¶}Q~€‡ |~’w-~’§A‡†|`‘–:‡{x’‘wz{x}zˆll~Š“»wz²~€§A‡%|A}£~€} ’·x}e½‡z™õ¤†‡ {x½‡eŽK½we{x’‘|`‡ „’‡s|º}e&}ÇÂx}e¾¶ Ž~’§A‡1ƒ‡s}Q~€yA„’‡1’‡~ –”}C“0²‡yA{x|A‡„wz„wQe‡„½we–:·Aˆl‡~’‡e™ ÏLJ‰‘ˆlˆW½wz{x’‘|A‡„}:¾·²‡ ½‘}zˆW|`‡~€‡„€–&‘{A¶Š~€‘½Q}£„€¶}£{I~w£[~€§A‡ –:w`|`‡ ˆ%|`‡¿Y{A‡ |¬ÂM“¥Ú¾Ÿ  eÜ:}z{x|8ڊŸeŸsÜ™¥³´{È~€§A‡ |`‡~’‡„€–:l{x‘¾À ~€‘½»½}z’‡©‡ }e½§1|x}Q~€}:·²wz‘{Ij~ э%}z€¾w`½¶}Q~€‡ |¼‰i~€§wz{Aˆ‘“‚we{A‡

(111) (110)

(101)

(010)

(011)

(100)

(001) (000)


    !"$#&%')(+*+$%'-,/.102%3546%7895  :; .%5! ; %7=$?-@5=BAC%7*,D=FEGHI
²· wz‘{I~€†~’w‚½ˆlyx¾~’‡ „b½‡{I~’‡ „€ Žx}£{Y|u~’§A‡-²‡ ¾~%ƒ‡s}Q~€yA„’‡»z‡ ½~’we„€ ‘{÷we„€|`‡ „0~€wº–:l{xl–:‘ò‡|{”™ úM‘{x½‡ ~’§x‡Ç}e’’w`½¶}Q~’‘wz{Y”ÂY‡À ~Š‰‹‡‡ {|A}£~€}b·Ywel{I~}z{x|»½ˆlyYŠ~€‡„½‡ {e~€‡„‰lˆ‘ˆA½§x}£{x—z‡Ølx~€§A‡ ƒ‡s}Q~€yA„’‡–”}£~’„€i þ¶†½§x}£{x—z‡ |WŽ`–&‘{A‘–:lò l{A— Ú¾ŸsûeÜK|Al„€‡ ½~’ˆ‘“ ‰l~’§:„€‡ ’·Y‡s½~ ~’w ß}£{x|~€§A‡†}z€¾w`½‘}£~’‘wz{xE‘+{Aw£~·A„}z½~’¶½}£ˆÍ™ vxwz„K~’§A¶¨„€‡ }z’wz{0}»~Š‰‹w£À´Š~€‡·0l~’‡ „€}£~’‘wz{0·A„€w`½‡s|`yA„€‡%¶KyY¾‡s|˙ Á†]~’‡ „l{Al~’¶}£ˆ‘‘ò }Q~€lwe{wzx~€§A‡¨ƒ‡ }£~’yA„€‡  µ~€§A‡†ÿ
ó ¬ˆ‘‡ }z„’{A‘{A— }zˆl—ewz„€i~€§A–Îl~’‡„}Q~€‡ ²‡~Š‰‹‡‡{”}z{&}e’’w`½¶}Q~’‘wz{Š~€‡·uŸ‹‰§x‘½§ ¿Y{x|A Žzƒwe„+‡ }e½§&|A}£~€}£ÀÍ·²wz‘{I~ Ž£~€§A‡%’l{x—zˆ‘‡–&wIŠ~+{x‡ }£„€ÂM“»½ˆ‘yx¾À ~€‡„-½‡{I~’‡ „-}£{x|Ç}u–&‘{A‘–:lòs}Q~’‘wz{¹¾~’‡ ·¹û¼‰§A¶½§Ä¿x{x|A©~€§A‡ we·`~’‘–”}£ˆeƒ‡ }£~’yA„€‡‹½wz{`¿Y—zyA„}Q~€lwe{©ƒwz„E~’§A‡‹—z‘z‡ {»}z€¾w`½‘}£~’‘wzŒ{ " Ÿe™vAwz„ NàŸ  - +z L %}=}z„’—e€ –&‘{ B  %  L B  ڊŸsýeÜ ûA™ ~}=}£„€—z –:‘{ ~ B  % € -L % B- ڊŸ ÞIÜ %  ¦¨§x‡¿x„Š~%¾~’‡ ·WŽEÚ¾Ÿ ýeÜŽx¶%½wz–:·Ay`~}Q~’‘wz{Y}£ˆ‘ˆl“u|`8 ‚0½yAˆi~¾‘{x½‡eŽ ‘{u·A„’‘{x½l·Aˆ‘‡zŽxi~‘{Iewzˆ‘z‡sK}:’‡ }£„½§0~€§A„€wzyA—e§¼}£ˆ‘ˆ[û v ÂA‘{x}£„€“ ¾~€}£~’‡s†Lz™‹¦¨§A‡„€‡-}£„€‡|`e d²‡ „’‡ {e~†–:‡~’§Aw`|A†~’w:¿x{x|}z·A·A„€wC`iÀ –”}£~’‡»’wzˆ‘y`~’‘wz{Y¨~’w¸Ú¾Ÿ ýIÜ™‹³´{ }”„’‡s½‡ {e~†·Y}£·²‡„ÚpÏćsŠ~€‡„|` •ŠŒ ‡~:}zˆG™‘Ž†Ÿsžzžzže}e܉‹‡u½wz–:·x}z„’‡s|$|`e d²‡ „’‡ {e~”’‡ }£„½§¹–:‡~€§Aw`|A we{Ç}uˆ¶}£„€—z‡C}z„’‘‡~Š“wz‹·x„’weÂAˆl‡ –”™&¦¨§A‡:–&‡~’§Aw`|A»½wz{Y¾¶|MÀ ‡ „’‡s|0}£„€‡~€§A‡bQ}z„’¶}Q~€lwe{x}£ˆY–&‡s}£{`ÀÍ¿x‡ ˆ‘|0}z·A·A„€wC`l–”}Q~€lwe{”}£{x| –:‡~’§Aw`|A%ƒ„’we–mœ‹}C“e‡ ’‘}z{1l{`ƒ‡ „’‡ {x½‡ "†œ‹‡ˆ‘l‡Ø˜+„€wz·x}z—e}Q~€lwe{ }z{x|-œ‹‡ˆ‘‘‡Yô‡ M‘’lwe{W„™ ƒb‡·²‡{Y|`l{x—bwe{~’§A‡¨¾~’„€yx½~€yA„’‡Kw£A~€§A‡ ·x„’weÂAˆl‡ –Êڒâ …›á …e†²½we„’„€‡ˆ¶}Q~€lwe{xEÂY‡~Š‰K‡ ‡{:ÂA‘{x}£„€“yA{Al~€ Že’·x}£„’À ’l~Š“¼wz~€§A‡-ƒ‡s}Q~€yA„’‡»–:}£~’„€i| :Ž²‡~€½z™ Ü1}‚|`8 d䇄€‡{I~–&‡~’§Aw`| ¶·A„€‡ƒ‡ „’„€‡ |W™+³´{1–&wIŠ~%’l~’yx}£~’‘wz{x¨l~%¶·YwI’’‘ÂAˆl‡©~€w:¿x{x|1} —ewMwM|’wzˆ‘y`~€lwe{¼~€wÄÚ¾Ÿ ýe܉i~€§Al{¸„’‡s}z’wz{x}zÂAˆl‡~€l–:‡»‡ z‡ {1ƒwz„ ˆ¶}£„€—z‡{MyA–»Â²‡„¨w£ƒ‡ }£~’yA„€‡  ™ ¦¨§x‡1’‡ ½wz{x|ȍŠ~€‡·8ڊŸ ÞIÜ»‘:½we–:·Ay`~€}£~’‘wz{x}zˆlˆ‘“$¾~’„}£‘—z§I~¾ƒwe„¾À ‰¨}£„| ’l{Y½‡&i~©l{Mewzˆ‘z‡ b}£{ÄyA{x½we{x¾~’„}£‘{A‡ |–:‘{A‘–&‘ò }£~’‘wz{ wz }:’l–:·Aˆ‘‡öIyx}z|`„}Q~€‘½bƒwe„’–1™ ‡% Ñ  ° †× à Ö  Ó ®`¯A Ô  ÷ג­I±ä¯Y× × Ó °E®A×¾Ô Ó Ö ‹´®A×  ‹ m lhp r  ÔÕ m ‹’­ ˆ ×´Š® ‰  3 ú`yA·A·²we’‡¥‰‹‡¥§x}Ce‡µ~’„}£‘{A‡ |Ê})’‡·x}z„€}£~’‡¥ÿ
ó ƒ‡ }£~’yA„€‡ –:w`|`‡ =ˆ Kwz{”‡s}z½§0’yAÂx’‡~‹w£Ë~’§x‡†~’„}£‘{A‘{A—|x}Q~€}-l{0‰§x‘½§ }zˆlˆ+|x}Q~€}¼·²wz‘{e~©§x}Cz‡»~’§A‡”€}£–:‡”½ˆ¶}z€ˆ‘}zÂY‡ Cˆ * %O £™&vxwz„ }zˆlˆW|x}Q~€}:·²wz‘{I~€4  % ڃ‘„’„€‡ ’·²‡ ½~€le‡©w£El~€%½ˆ¶}z€€ÜK‡ }e½§1ÿ
ó –:w`|`‡ †ˆ ‚§x}z¼}$½ˆ‘we’‡ ¾~‚½ˆ‘yx¾~’‡ „¼½‡ {I~’‡„s™à¦¨§A¶‚½ˆlyx¾~’‡ „ ½‡{I~’‡ „½wz„€„’‡s¾·²wz{Y|A¨~’w¼~’§x‡»ÂA‘{x}£„€“Š~}Q~€‡(L b+ Y ™Áþ|`‡p}£yAˆl~ ¾~’„}Q~€‡—e“-~’w½ˆ¶}z€¾lƒ“&}©{xwQz‡ˆx‡A}£–:·Aˆ‘O‡ ¶~’w½ˆ¶}z€¾lƒ“»~€§A‡ ‡A}£–:·Aˆ‘‡†‰i~€§0½ˆ¶}z€ˆ¶}£Â²‡ˆ ½wz„€„€‡ ’·Ywe{x|`‘{A—~’w~€§x}Q~‹ÿ
ó –:w`|`‡ ˆ‰i~€§º~€§A‡u’–”}£ˆ‘ˆl‡sŠ~”|`¶Š~}£{x½‡ B  n¾(L b B  ~’w ™ ¤%wQ‰K‡ z‡ „ Žx~’§A‡wzÂ`•Š‡s½~’‘z‡-ƒyA{x½~€lwe{¸‰l~’§ ‰§x‘½§ ‰‹‡-ƒweyA{x| ~€§A‡¨ƒ‡ }£~’yA„€‡„€‡·A„€‡ ’‡{I~€}£~’‘wz{x¨Ú¾ŸsûzÜE¶{Awz~+wz·`~€l–”}£ˆ‘ˆ‘“~’yA{x‡ | ƒwe„¨¿x{x|`‘{A—:~€§A‡ÂY‡sŠ~%|A‡ ½¶’lwe{¼Â²wzyA{Y|A}£„€“z™

šbyx„b}£‘–‘†~’w‚}z·A·Aˆ‘“‚~€§A‡Ù }£`l–yA– ”Ø{I~’„€wz·Mv“ ƒb‘€½„€l–:lÀ {Y}Q~’‘wz{–:‡~’§Aw`|©~€w~’yA{x‡~’§A‡Øƒ‡ }£~’yA„€‡ Œ[w£A‡s}z½§©–:w`|`‡ˆz~’w ‘–:·A„€wQz‡¨~’§x‡%|`‡ ½‘’‘wz{:ÂYweyA{x|A}z„’“e™Áb+‰‹‡†‰‘ˆlˆ²¾‡ ‡%¾§xwz„’~’ˆ‘“zŽ §xwQ‰K‡ z‡„sŽY|Al„€‡ ½~}£·x·Aˆl¶½}£~’‘wz{ wz+~’§x‡&Ù }£`l–yA– ”+{I~’„€wz·M“ ƒb¶’½„’‘–:l{x}£~’‘wz{µ–:‡~€§Aw`|µ¶0‘{e~€„€}e½~}£ÂAˆ‘‡z™8¦¨§A‡„€‡ƒwe„’‡‰‹‡ ·x„’we·YwI¾‡”}u~Š‰‹w£À´Š~€‡·Çl{x½„’‡ –:‡{I~€}zˆ+·A„€wM½‡ |`yx„’‡eŽE’l–:‘ˆ‘}z„©~’w ÿ
ó Ɉ‘‡ }£„€{A‘{A—x™”³´{Ç~€§A‡:¿x„Š~»¾~’‡ ·WŽ[~€§A‡0}z€’wM½‘}£~’‘wz{x©}z„’‡ ½wz–:·Ay`~€‡ |‚—z‘z‡{0~’§A‡bƒ‡ }£~’yA„€‡%–”}Q~€„’¶½‡sT   ÚG¾‡ ‡&Ú¾Ÿ ýIܾÜ™ ³´{ ~€§A‡¾‡s½we{x|-¾~’‡·[ŽQ~’§A‡¨}z€’wM½‘}£~’‘wz{x}£„€‡Ø§xwzˆ¶|»½we{x¾~€}£{I~ }£{x| ~€§A‡»Úp·A„’‘wz„܁ƒ‡s}Q~’yx„’‡sw£Ë‡ }e½§”–:wM|A‡ˆY}z„’‡†’ˆ‘l—e§e~€ˆl“&yA·ä|A}Q~€‡ | 7  b 7
   ™1%{x|`‡ „-~’§x‡¼}z€’yA–:·`~’‘wz{ö~’§Y}Q~»~€§A‡ }e’’w`½¶}Q~€lwe{x¨½wz–:·AyA~’‡ |u‰l~’
§ 7  }£{x5| 7  †|`w”{xw£~ |A8 d䇄1¾‘—z{xi¿Y½ }£{I~’ˆ‘“zŽ‹~€§A‡¸l~’‡ „€}£~’‘z‡·A„€w`½‡ |AyA„’‡¸—z„}z|`yx}zˆlˆ‘“ ‘–:·A„€wQz‡ ~’§A‡1½ˆ¶}z€¾l¿Y½ }Q~’‘wz{òwzyA{Y|A}£„€“z™ ³´{$~’§A¶’‡ ½~’‘wz{ ‰‹‡&‰lˆ‘ˆ‡ˆ¶}£Â²wz„}Q~€‡-~’§x‡&yx·²|A}£~’‡  ©w£Ø~’§A‡&ƒ‡ }£~’yA„€‡:–”}QÀ ~€„’lË™ F uDpLs@£OQDGn$Dpr?Arä N  rE@zN D ²r „oqp BE

¦¨§x‡¼ƒyxˆlˆ%ÿ
ó m–&w`|`‡ Oˆ  ½wz{x’‘¾~€&wz}ǽˆ¶}z€¼Ÿ¼ƒ‡ }£~’yA„€‡ –” }£~’ „€i õ}£{x|}νˆ¶}z€ Ÿ¬–”}Q~’„€l   ñqè …]â …e†    ‚A™ ƒb}£~€}È·Ywel{I~u}z„’‡Ã½ˆ¶}z€’i¿x‡s|÷}z½ ½we„€|`‘{A—º~’w ~€§A‡‘„|A‘¾~€}z{x½‡:~€w~’§A‡uÿ
ó ɖ:w`|`‡ ˆ‘»wz„-‡söeyxlQ}£ˆ‘‡{I~€ˆl“¸~’w ~€§A‡-’l—e{¼wzE~€§A‡-|`¶’½„’‘–:l{x}z{I~‹ƒyx{x½~€lweŒ{ "

Ú  -Ü TB      L b  B  TB     L b B   ڊŸC¢zÜ ‰§x‡„€‡ #Ÿ `ÚÍ+û Š  Ü1ÚG¾‡ ‡$ڊŸzŸCܾÜ&}£{Y|ÈL  ¼„€‡ ’·W™µ(L ¼}z„’‡ ~€§A‡©ÂA‘{x}£„€“‚¾~€}Q~€‡ ¨½we„’„€‡ ’·²wz{x|`‘{A—»~’w&~’§AwI¾‡½ˆ‘}e’ Ÿ©}£{x| ½ˆ‘}e’»Ÿ»½ˆ‘yx¾~’‡ „b½‡ {I~’‡„†‰§x‘½§¸}z„’‡-½ˆlwI¾‡sŠ~%~’w¼|x}Q~€}0·Ywel{I~ ™ „o OQD x
O uDpL NOQD  EN D YrL Áb»‡`·Aˆ‘}zl{x‡ |¹‘{ȍ’‡ ½~’‘wz{ºû‰‹‡‚{x‡‡ |¹~’wč’·²‡ ½lƒ“$}·A„€‘wz„ ·x„’weÂx}£ÂA‘ˆ‘i~Š
“ 87e!Ú  ,0Wܔ|`¶Š~€„’‘ÂAy`~€lwe{õwQe‡„:~€§A‡1ƒ‡ }£~’yA„€‡ t  }z{x|–”}£„€—z‘{xŒ 0™EÏćØ~€}£Œe‡K}†|A‘¾~’„€lÂxy`~’‘wz{-‰§x‘½§p}e½~€wz„€lò ‡  wQe‡„‹~’§x‡-½ˆ¶}z€¾‡s‹}z{x|u–”}£„€—z‘{x 7 !Ú  ,0WÜ  7 Ú   Ü 7 !Ú    !Ü 7 Ú 02%¾Ü  ڊŸs¡eÜ % ÏLJ1}z€¾‘—z{Ã~€§A‡¼·x„’‘wz„&|`‘¾~’„€‘ÂAy`~’‘wz{ÈwQz‡ „~’§A‡¼ƒ‡ }£~’yA„€‡ w£ ‡s}z½§1½ˆ¶}z€‹l{u~’‡ „’–”wzE‘{Al~’¶}£ˆW–:w` |`‡ˆ¶O $ 7  ڊŸQÛ£Ü 7 Ú-Ü U Ÿ 7  W #" “  % “ ‘  Áߍ¾‡ {x’lÂAˆ‘‡%½§Awe‘½‡ƒwz„Ø~’§A‡b·A„€lwe„K|`¶Š~€„’‘ÂAy`~€lwe{”w£Ë~€§A‡%–”}£„’À —el{Y”}z:·A„€wz·²we’‡ |ÈÂM“ºÌe}e}£ŒMŒzweˆ‘}¸‡~‚}zˆG™àÚ¾Ÿ žzžežeÜ»‘0—z‘z‡{ ÂM“ F F 7 Ú 02%¾Ü '&HW #( a %  Y!c ƒwz„ 02%*) 0 7  ڊ$Ÿ eeÜ }z{x?| 7 Ú 0 %ŠTÜ ñ  ƒwz„ 0 %,+h0 7 ™‹Ïµl~’§1~€§A¶b½§Awe‘½‡ƒwz„†~€§A‡ ·x„’‘wz„sŽE{x‡—e}£~’‘z‡”–”}£„€—z‘{¹Q}£ˆ‘yA‡  02%©§x}Ce‡0} ’–:}zˆlˆKÂAy`~¿AÀ {xi~€‡K·A„€wzÂY}£ÂA‘ˆll~Š“z™E¦¨§A‘E–”}£Œe‡ Wl~ ·YwI’’lÂxˆl‡Ø~’w†¿Y{x|»|`‡s½¶¾‘wz{

²wzyx{x|A}£„€‘‡ +}zˆ‘’wiË~€§A‡b|x}Q~€}©¶+{xwz{`À´¾‡ ·x}£„}£Âxˆl‡eŽQƒwz„K‡A}£–&À ·xˆl‡|`yA‡‹~€w‘{I~’„€l{Y¾¶½‹{Awz¶¾‡e™E³´{~’§Y}Q~+½}e¾‡¨}©¾–”}£ˆ‘ˆMƒ„}z½~€lwe{WŽ ½wz{I~’„€wzˆ‘ˆ‘‡ |uÂM“ &ºŽxw£ ~€§A‡-~€„€}zl{A‘{A—0|A}£~€}”¶%}zˆlˆ‘wQ‰‹‡ |¼~’w0²‡ }£~K~€§A‡‰„’we{A—’‘|A‡%w£[~’§A‡©|`‡ ½‘’‘wz{‚²wzyx{x|A}£„€“z™³´{¼’‡ ½~’‘wz{ ÞY™ ý:‰‹‡‰‘ˆlˆ[’§AwQ‰ß~’§x}£-~ &=²‡ ½we–:‡ †}z{uyx·A·Y‡ „%²wzyA{Y|uƒwz„ ~€§A‡-’wzˆ‘y`~’‘wz{uw£~’§A‡ gE}£—e„€}z{A—z‡b–»yAˆl~’‘·Aˆ‘l‡ „€O V[™ F /1äRsFM@£Ns3D 2²4F  r@£N D Ynr …5YO0N BF w ?xqxOQ?ArqYF „o n. BE0 > EHpN 3D 7 HpDGFIOC?L V 6 Áb»‡`·Aˆ‘}zl{x‡ |Ñ{º¾‡s½~€lwe{ºû1~’§x‡¼|`¶Š~€„’‘ÂAy`~€lwe
{ EÚ!-܉l~’§ ‰§x‘½§ß‰K‡Ã½we{xŠ~€„’yY½~u~’§A‡Ã{A‡ ‰ l–:·A„€wQz‡s|¥|`‡s½¶¾‘wz{¥„’yAˆ‘‡ Ú Û£Ü&¶0’·Y‡s½l¿x‡ |õ‘{È~€‡„€–”:w£}Ǎ’‡~0wz} gE}£—e„€}z{A—z‡¼–»yAˆl~’lÀ ·xˆl‘‡„t V JÚ V   - ;V ' Ü™¬¦Ew¹½we{xŠ~€„’yY½~:~’§A‡weÂ`•Š‡ ½~’‘z‡ ƒyx{x½~€lwe{ºÚpžI܋ƒwz}„ V ‰‹‡©¿x„Š~%{x‡‡ |~’w‚½wz–:·Ay`~€‡~’§A‡·x}£„’~’lÀ ~€lwe{uƒyA{x½~€lwe{¹Ú eeÜ™+¦¨§A‡·x}z„¾~€i~€lwe{‚ƒyA{Y½~’‘wzH{ U»!Ú V²Ü‹ƒwz„¨~€§A‡ S ·²we¾~’‡„€‘wz„süM|A‘¾~’„€lÂxy`~’‘wz{uwQz‡ „؁ƒ‡s}Q~’yx„’‡s )}£{Y|‚–”}£„€—z‘{x 0 ¶‹p}z½~’we„’‘ò‡s|¼}e‹ƒwzˆ‘ˆlwQ‰† F U-JÚ VY9Ü 8qU  JÚ VY;Ü U   !Ú V²‚Ü U !Ú V²Ü  ڊŸsžeÜ ¦¨§x‡·x}£„’~’l~’‘wz{¼ƒyAF {x½~’‘wz{uƒwz„¨~€§A‡–”}£„€—z‘{x‹‘ U JÚ VYÜ : Ÿ  V Ÿ % & W  [ Y  ÚGûz eÜ % ¦¨§x‡·x}z„¾~€i~€lwe{ ƒyA{Y½~’‘wz{Y©wQz‡„bƒ‡ }£~’yA„€‡ ¶–&we„’‡&½we–&·xˆllÀ ½ }Q~€‡ |ˎ  €$  $ U  ÚJVYÜ U Ÿ 7    W #" “  %“ ‘ W  ; XZY\[ Y ^ Y “ b Y  Y “ ‘ ÚGûAŸsÜ ‰§x‡„€‡  Ÿ Ÿ ¶¨~’§A‡-½ˆ‘}e’¨‘{x|`‡Ë™ØúMl{Y½‡©~’§x‡»}z€¾w`½iÀ }£~’‘wz{x(L  }z„’‡l{ėz‡ {A‡„}£ˆEƒyA{x½~’‘wz{xw£ :Žä~€§A‡&l{I~’‡ —z„}£{x| ‘{¹ÚGûAŸs܋¶% %}&z‡ „’“‚½wz–:·Aˆ‘‘½ }Q~€‡ |¼ƒyA{x½~’‘wz{w£w :™K¤%wQ‰K‡ z‡ „ Ž ÂM“ Œe‡‡ ·Al{x—‚~€§A‡”}z€¾w`½¶}Q~€lwe{x%¿A`‡ |Äl{Ä~’§A‡”¾~€}£~’‡”|`‡¿Y{A‡ | ÂM|“ 7  Ž ÚÍû`ŸCÜ„€‡ |`yx½‡ †~’w¼}uÿ©}£yx€’‘}z{l{I~’‡ —z„}£ˆE‰§A‘½§ ½ }£{ ²‡†‡s}z’lˆ‘“»½we–:·Ay`~’‡s|˙¦¨§A¶+}£·A·x„’wI}z½§WŽQ§AwQ‰‹‡e‡„sŽz½}z{we{Aˆ‘“ –”}zŒz‡-’‡{x’‡i ~€§A‡-½we„’„€‡ ½~}e’’w`½¶}Q~€lwe{x¨l{1~€§A‡-·²we¾~’‡ „’‘wz„ |A‘¾~’„€lÂxy`~’‘wz{ wz Å}£„€‡{Aw£~b~’wMw0–»yY½§¸|`e d²‡ „’‡ {e~%ƒ„’we– ~€§A‡ }e’’w`½¶}Q~€lwe{x»|`‡¿x{A‡s|ºÂM“ 7  ™º¦¨§A‡„€‡ƒwe„’‡eŽ ~’§A‡1·²we¾~’‡ „’‘wz„ |A‘¾~’„€lÂxy`~’‘wz{;§xwzyAˆ¶|Ä|A8 d䇄we{Aˆl“č¾ˆ‘l—e§I~’ˆ‘“1ƒ„’we–m~’§A‡:·A„€‘wz„ |A‘¾~’„€lÂxy`~’‘wz{W™¦Ew }z½§A‘‡e‡:~’§A¶ ŽE~€§A‡0·x}z„€}z–:‡~’‡ „-¾‡~¾~€l{A—I ’§AweyAˆ‘|¼Â²‡-¾yx½§u~€§x}Q-~  A  @ U  JÚ VYTÜ  U 7  ‘ W XB G CE D BGFIH J2 D B #K B I  ÚGûeûzÜ ‰§x‡„€‡ >  40¶‚|A‡¿x{A‡s|µ‘{µ~’‡ „’–”0wz-ˆ |`lˆ „€‡ ½~‚·A„€w`|`yx½~ L(% $L % N |`‡¿x{xl{A—}†–”}Q~€„’l‰i~€§»‡ ˆl‡ –&‡ {I~€ ‡  ™¦¨§x‡Øz‡s½~€wz„ wy©‘{¹ÚGûzûe܋‘¨—ele‡{uÂM“  y  %û G~ VD%R*+%‰x y % L % ÚGû£ÞIÜ % }z{x|‚~’§A‡-€½}zˆ‘}z„
y  ‘
y   G ~ VD%R*+%‰x y %   ÚGûe¢zÜ % ¦¨§x‡~’„}£‘{A‘{A—·Ywel{I~  % }£„€‡—z‘z‡ {&„€‡ˆ¶}Q~€le‡¨~’w~€§A‡%½ˆlyx¾~’‡ „ ½i ‡{I~’‡ „€4  % n&%  7  (L % ™ …%wQ‰(‰K‡¸}z„’‡ }zÂAˆ‘‡~’wº½wz–:·Ay`~€‡~’§x‡¸wzÂA•Š‡ ½~€le‡ƒyA{x½~’‘wz{ JÚ VYÜ   X  ˆlwe/— UjsJÚ VYܨ‰§x‘½§1½we{x¾¶¾~€¨w£E~’‡ „’–” 1ˆ‘wz—/U  ÚJVYÜT&   ~ Þ Ÿ Ú y Ü N Ú>  Ü    y ~
y   y ÚGûz¡eÜ y ‰§x‡„€‡ & %¶}‚½wz{x¾~€}z{I~‰§A¶½§Ä|AwI‡s{Aw£~-|`‡ ·Yi ‡ {x|¸we{ V[™ œ‹‡s½}£yY¾‡&w£K~’§A‡”–”}Q~€„’l4 >4}£{x|Äl~€©‘{Ie‡„¾‡eŽ !Ú V²Ü§x}z©} ½wz–:·Aˆ‘‘½ }Q~€‡ |¹|`‡ ·Y‡ {x|`‡{Y½“Çwz{Ç~’§A>‡ g[}z—z„}£{A—e‡–yAˆi~€l·xˆl‘‡„ V[™+¤†wQ‰‹‡e‡„sŽI’‘{x½‡‰K‡©}z€’yA–:‡ | ßl{õÚGûzýe܆}z„’‡¾–”}£ˆ‘ˆ ½wz–:·x}z„’‡s|u~’wui~b|A‘}z—£À we{x}£ˆ ‡ ˆl‡ –&‡ {I~€}£{Y4| >b™¦¨§A¶©–:w£~’‘Q}Q~€‡ yx~’w1–”}£Œe‡»~€§A‡ ƒweˆlˆ‘wQ‰‘{A—”}£·A·A„€wC`l–”}£~’‘wz{ > ‡  < Ÿ ` ‡  ÚGûIÛ£Ü Ïµl~’§(~€§A¶i ¥ }£·x·A„’wC`‘–”}Q~’‘wz{ ~’§x‡)}£yA—e–:‡{I~’‡s| weÂ`•Š‡ ½~’‘z‡ ƒyx{x½~€li we{ !Ú V²Ü©Úƒwz–:l~¾~€l{A—&~€§A‡½wz{YŠ~}£{I~K~€‡„€–”€ÜØÂY‡s½we–&‡s  JÚ VYÜ q~ ˆlwe—Yڊ Ÿ  VD% &ÄÜ  N V  V N  V  % ÚGû eeÜ ‰§x‡„€‡ ÚGûzžeÜ  % f0 7 *+%5 ~  ~ x y %   y  }z{x| E % %   <  * % * % ~ L % L % ~ x y % x y %  Úpýe eÜ y  ¦Ew1¿x{x|Ç~€§A‡ gE}£—e„€}z{A—z‡&–»yAˆl~’‘·Aˆ‘l‡ „€  VWŽÚGû eeÜ©{x‡‡ |x©~’w ²‡ –”}£M‘–:lò ‡ |yx{x|`‡„E~’§x‡‹½wz{x¾~’„}£‘{I~€K VD%/.È A™¦¨§A‡‹ˆlwe—e}£„€l~’§`À –:¶½~’‡ „’–l{¹ÚÍ+û ee܋‡ {x’yA„’‡s‹~’§x}£~†~’§x‡-¾weˆly`~€lwe{1‰lˆ‘ˆ[€}Q~’¶¾ƒ“ VD%*)&#qè …]â …e†ä~’§A‡½we{xŠ~}£{I9~ &m¶Ø}z{0yA·A·²‡„‹Â²wzyA{x|”ƒwz„+~€§A‡ gE}£—e„€}z{A—z‡K–»yAˆl~’‘·Aˆ‘l‡ „€ ™EÁb+}£{&}£·A·A„€wC`l–”}£~’‘wz{-‰‹‡|`‘€½}z„€| ~€§A‡ˆ‘wz—e}z„’l~’§x–&¶½%~’i ‡„€–”¨ƒ„€wz– ÚÍ+û ee܋}z{x|ul{x¾~’‡s}z|¼wz·`~€l–:‘ò‡ !Ú V²Ü   N V  V N  V ÚpýxŸsÜ yx{x|`‡„¨~€§A‡-½we{x¾~’„}£‘{e~  )fVD% &$™

„o  ²n 7 [Ns?`N DYr8…†N BF 

pH ?ALsL DFIO ¤b}CMl{A—bwzÂ`~}£‘{A‡ |~’§A‡4g[}z—z„}£{A—e‡–»yAˆl~’‘·Aˆ‘l‡ „€EÂM“–:}£`l–:‘òÀ ‘{A—uÚpýAŸC܉‹‡b}z„’‡%}zÂAˆ‘‡†~’w&½we–&·xy`~’‡b~’§A‡©}£yx—z–:‡{I~’‡s|”½ˆ¶}z€¾lÀ ¿Y‡„-Úp¡IÜ *ËÚ [Ü ÷¾‘—z{ P   E   !Ú   Ü   Ú    Ü Ú [Ü Q ÚpýIûzÜ  J2 ¦Ewu‡Q}£ˆ‘yx}Q~€‡¼ÚGýeûzÜ%‰‹‡»§x}Ce‡-~’w1½we–:·Ay`~’‡&‘{e~€‡—e„€}zˆ‘bw£+~€§A‡ ƒwe„’5– "   B   L DB 6EÚ!-Ü ÚpýeýeÜ  ¦¨§x‘}z–&weyA{I~€‹~€w&‡ Q}£ˆ‘yx}Q~€l{A—&¿x„¾~}z{x|1¾‡s½we{x|0–:wz–:‡ {e~ wz }”ÿ©}zyx’’¶}£{¼|A‘¾~’„€lÂxy`~’‘wz{WŽA~’§A‡„€‡ ’yAˆl~¨wz‰§x‘½§1¶  B   L 8B  EÚ!-Ü  B  8L B  @ L N >   L  b û b b ÚpýzÞIÜ ‰§x‡„€‡   K7   X % V % * % >  _ % ÚpL % Ü N ‘¼~’§x‡µ+æ 9zá  ê”âãxç´â€ì •âæ£!ç 9`å’â÷ê:æ£çGåè e™ Á†—e}zl{[Ž:~’§A‡¥|Al„€‡ ½~$·A„’w`|`‡ ˆyY½~  % ÚGL % Ü N l {  |`‡¿x{x‡ 0}ǖ”}Q~€„’lÈ‰l~’§¬‡ˆ‘‡–:‡ {e~  x % % ™ ϵl~’§¥~’§A‡Ç}£·A·x„’wC`‘–:}£~’‘wz{ÎÚGûIÛ£Ü&~€§A‡Ä½ˆ‘}e’’l¿x‡„‚~’§A‡ {÷ÂY‡À ½wz–:‡  *ËÚ [Ü µ’l—e{ P B     L b  B  nB    L b B- @ <   Q  Úpýe¢eÜ ‰§x‡„€‡     7   7 Úpýe¡eÜ ‰l~’§ ÚpýMÛ£Ü   7     < ~ VD%R*+%‰ % L % % vxyA„’~’§A‡ „’–:wz„€‡zŽ   ‘{¹Úpýe¢e܋‘|A‡¿x{A‡s|1}z Úpý eeÜ  j ûŸ ;BL b  B  nBL b B- ¦¨§x‡·x}z„€}z–:‡~’‡ „ 
?    ZHI!" 6. 4 : ,Q % ;   : K=>=>=‚Úƒ·A·W™Yžzý£Þ MžeýzžeÜ™ ÏLJ ¾~’we{WŽ`Ìx™‘Ž`Ý8ÏÇ}£~’ŒM‘{xŽ  ™ËڊŸsžzž eeÜ?™ |9`íïçÍè ¾øílæCîî_î 9$::Aë£åç éQâ€øç´ëQå†ê”æz/ø Mè]ãäâîÚp¦E‡ ½§A{x‘½ }£ˆxô‡ ·Ywe„¾~  Šú ƒ†À´¦ô¨À´ž eQÀ´ £ÞMÜ™ †{xle‡„¾l~Š“0w£ gWwe{x|`wz{[ŠŽ ƒ%‡ ·`~ ™Yw£  we–:·Ay`~’‡ „bú`½l‡ {x½‡e™