Svn - Ì ã è õá õ çùúßäüäú ¥ âß ãó ï ïó¢ ïð ï ì ä êè å ä â àß ‚1ù 1i™ß

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Unformatted text preview: Ì ã è õáá õ çùúßäüäú û § ÷ ¥ âß ãó ö ÿ ï ïó¢ ïð ÿ ï ì ë ä êè ç å ä âá àß ‚1ù 1i™ß 7iyn1ipy¤¡ªß™¦3ëø÷n‡e4fõ [email protected][email protected] ý ã è õáá õ çùúßäüäú û ß ê âúèù âß ãó ö õ òî ñ ôóò ñ ïð ïî ì ë ä êè ç å ä âá àß Þ ‚1ù 1i‚ß )iyn1i1y¤[email protected]@[email protected] 9 t 2  G9 0 Q( 989 G 9 g &8 5 t A( 989 Q 5( 5 U 99(w Ä P 2 & 2 08s 2 zw ( 5 9 P 9 t8 98 5 08A9 & [email protected]@B46’qnž9 † [email protected][email protected]}ƒ77˜)p&@B74yDFr732p0R7‚R@63Q@@B‚¤b  ( 9 9 5 5 U 99( ÜÛ Ù Ø 9 0 Q( 989 G &8 A 5 t 9 2 & 2 08s 2 zw 2 0 0s9 G 08 5( G 5 z È 9 t8 98 5 08A9 & [email protected]~QF@(F4'B1‘w ™YÚ [email protected]@[email protected]}&nB74‘–)p&@pABB4'ps@@44T7™T@[email protected] ÕÓ Ã ™Y À C Ð Â YÏ —Î C À C Ð Â CÏ ¿ ÌÍ IÅ C Ð Â Ï BY —Î C ¿ Ë )[email protected] là „¿ 32}0P É ÃÀ À ÀÎ À 20 Ê Å Ã Í¿ … 2 0 zw ( 9 v)p&@8 s 2 y'F5 7 ÃÌ Â ×Ê Y ÖÊ C  [email protected] ‹P  5 9 ( 9 t s 9 rs 9 t 8 A5 Ì &8 A98 5( 9 2 9 u9 ¿ 2 08s 2 zw 2 0 0s9 G 08 5( G 5 z È 9 t à I¿ @[email protected]@r7rFB4G §7}&nB74‘r)p&@[email protected]@44o7‚8 Õ §ÔÓÒ C ÂÒ Ñ Ã Ò Y  ˜32P f‚Y v‚e¿ C 6„1™Y v‚e¿ #Î @C v‚e¿ C 6„1‚C —q„¿ ˆI)[email protected] là „¿ @A É Ò À Î Å ÐY Â Ï Ã À Î Å ÌÍ Ã À Î Å ÐC Â Ï Ã À Î Å ÌÍ Ë 2 0 Ê Å È … 2 08s 2 zw 2 0 0s9 v7}&nB74‘Š)p&@pABB4G ps@@Ž4•Š~pAr)p&@[email protected] à [email protected]'i¢[email protected])€7‚¢4‚“B'7‚“7VÆu Y  7V5 C  A 9 0 ( 8 5 08 5( G 5 z È 5 0 2 08 P & 2 0A 9 ƒ 5 Ç¿ P 5 08 U & 9 t8 8 5 t8 G 9 s & tA G 2 5 G2 ÂBBps1™À¿ 6Q 9 s 2 0 à ( €Â† h B&C s G 2 À G 2 À A ( & 8 s 2 5 9 Q t 0 s Å A ( & 8 s P 5 2 0 A 2 9 0 G Ä w B7VX5ˆpF5 BB˜7F5 Y —7F5 C x1)@BB9 † FrR˜‚p8S—Eˆ)@BB9 † 47}&n7rR3Q4“‡& à Y BÁ Y v¾ G2 7F5 C Á v„r7)p&@3574)’[email protected]@pA4„[email protected]'p'„B4)[email protected])BR9  v)p&@p872 À¿ ¾ uA 2 08 P z U & U G98 z 0(8 0 G P 5 Q( & 2 & s8 w & P9 G & Q 5 G9(9 0A 2 &s 2 00 h u & s 9( 2( 988 5 U ( &w Q t 0( & P 5 8A( { 9 t8 G 98A 9 u u zA ¼ º ( 9 t 0 ¹  a  i & u 5 A( 5 9 ƒ ¸ · 2 5 t 8 9( [email protected]@@Ž4‡7„½4‚p81)[email protected]@@BFV7‚fB|»Er7™}Al7R7¢žFŽ‡1FrVVoF4™S1)& ¶ ­ ±µ ¯ ´ ³ ² ± ° ¯ ­ [email protected] «  A( 9 0AA Ps P 0 Q & 2 P & U u A( 9 0AA Ps 2 08s 2 zw 0A 5 g P 0 [email protected]35B“35R77•pƒF’xrˆrª{n@35B‚)p&@B74yd}An4“354G h5( uA W( & s89 2 P5( z9 2 uA Q t 0( & P5 u 0 2( 5 P 8 2 0s ©9 u 2 0 0 2 u &s9( 2(988 ¨ § ƒ ¦† ¥ £ ¢ ¡ [email protected]@)'1B7“n4r7rR4‚p817Fpu[email protected]}9DVr}9BŒ™v)p&@p87)VBB1onr@@5 TV“vž¤)Š  2 0 0 2 u&s9 i (98s5(5 t % P5 08 U Ÿ w& ƒ G z8 v)p&@p87)FBBq‡rnB@F4Sl[email protected][email protected] W( 5 Q ts 29 g 5 0 8( 5 U W & &8 P5 85 t8 A Q t 0( & P5 u 0 2( 5 P P 5 0AA Ps A z 0( &8 W( & s89 2 ( &8s @F€47r’E632„1F4¢)[email protected]l4‚lR4™}8ˆ)Fpu[email protected]}94Žr}sn@35BT7)p&1V5 † @D@)[email protected] † h117444‚`7‚E`B7F6@)[email protected]I“vfBn@[email protected])p&@[email protected]@‚8 8( & U U zA 9 t8 w & 9 s 2 5 Q( &w( 9 U 9 t8 9( 5 U Q & s & P 5 9 š  G 98 5(8A 2 & Q 9 G 0 A 2 08 5 Q( &wA 2 5( 8 z U 0 P 0 Q & 2 P 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Bsy4‚`2)p&@[email protected])14l[email protected]@[email protected])BD}A¢BŽ‘4™‚)p&@pABB4dFr732}0~B4‚A 9( z 5 9w t8 2‹  s 5 U A 9( z 8 5 9w 2 0A 2 9 0 Gh t 0 t ƒ( 5 &8 G 9 U U 5 Q P( 5 9 Ph 2 & 2 9( 5 A( &8 s 14‚8Žr„pA07‚ŒylF9B4™E14™r„Š)p&@7r~XQ4yV7}u761r9 † [email protected])[email protected] † 8 z U … 59 u 0 s P & 9 t8 A8 29 Q P U 0 P5 z8 U9s 2 &s 9 0 ts5 Q 9 t b A Q P g &( U 2 085s 0AA P 744X20„4r4pG0R732S&[email protected]4‚7rB77BS7327€E7STr~r}97714o7}&nr|{@@35Bs U z &( u & s8 ( & 9 0 s 4)1)yh'1x)iwI7327tB[email protected] FˆrB„‚€ u 0 2( 5 P s 9 2 5 0 m— – k˜ g j — –˜ h g fd˜ — – • • ” ’ 9 t ‘ … ‰ ‡ † … ƒ  a y w u ts( 59A9 ihA g 5 e b c b [email protected] Y 0 2 U 5 H 0 0 G P H G 2 5 C A98( & % 5 2 0( & `XW74VTS3(R3Q4[email protected]'644321)'% "¨ $#!¦ ¥  ¨ ¦      ¨ ¦ £ £ ¡ ©©¥¤¥©§¥¤¢ Í þõVÿ T1ªäeBRQeléeøêd§ ˆP3èH™vGEn3èC rªäSBBpn'ªãeénléç 39 U S ü âá âü ä çá â ê I C ü ß F D ú á ê âù Aä èù ÷ß âá åè ä @ u s 5 & U 5 8 P g 9A i w P A9( 5 A a  58 5 G u 0 05(8 9 t8 ( & 9( 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1)@BB9 † ŽžBn‚“)–)[email protected]~Ì 4‚8 4‚p81)FpurF73247x'& rp97)14o7db  14)pul¢B7TFBy4‚€7X2n@[email protected]@pASBBBp97U 9( z 0 ¹ 99 y  9s 5w( zA u 08 5( 5 U 9A ( 5 9 P 9 0 s9s 0 5 A8 29 Q P U 0 P & t s 5 A5 2 &(8 U9s(9 U 9 t8 &A u 9 2 P U(9 U ƒ u 08 5( 5 U9A 5 A8 29 Q P U 0 2 & onFrRrp9763Q‚p9F7E`6—)1‚7rBˆr4I7‚`@[email protected] [email protected]@F4r@[email protected])1( h z 9 2 t s 5 9 9 ( 9 t s u A 2 & ( z 9 2 G 9 8 s 9 2 2 & s w & A 8 0 A 2 & s 2 & ( 8 U 9 s ( 9 U V9 Ì t b  A W ( & s 8 9 2 P n(Ì z 9 2 ( Vr7vBr`1r7Er7)[email protected])B¢6@@[email protected])1™7rB1r4˜7SrV@)'1B7E4r76)& 5 A 2 &(8 U9s(9 U …A9 0 ts5 Q u 0 2( 5 P w& G 0 W 8 29(9 0 G 5 G9( P U œ9 º 88 P g 29A & 7)1‚7rB1r’‡ˆB7X27B[email protected]˜7X2VEVr1rf4R“B1)p&7•B„¼ Ì @[email protected]'i Í · ‹ 2  A9s 5w( z rBBy4‚A 2 0 0 s 9 G ( 5 9 P w & 2 08 s z(8A 2 & s 9 t8 t 0 s G 98 0 s &AA 5 u 0 2 0 u 9 g ƒ( 9 t8 Q &(w 9( &w9( 9 t8 9( 9 )p&@pABB4fVr7X2p04¢7}&[email protected]@7)[email protected]@@Žž7327432FB4¢1r9 † 7‚Ö)1y„1)i™1r7‚l1r's 2 0 0 2 u & s 9( 2( 988 5 U ( &w A Q t 0( & P a P 5 Q( & 2 8 & 2 9( 5 A 2 08 z 0(8 0 G & s8 9 t8 9( 9 t s 9A 5 s 9 t 7}&[email protected]@@Ž4l)„æR4‚p81)V}uDli6n)7TF7S1FE77}&[email protected][email protected] ( &w 2 08 s 2 zw 2 0 0 s 9 G ( 5 9 P 5 G 9 G 2 9 Q Q & s 9( & P 5 ( 9 t 0 ¹ 8 2 58A 2 & s 9 Q &A )i¥)p&@B74y¥)p&@pABB4ŒFr732p0“!B47r~6)[email protected]‚r7‚pAl§ Û [email protected])n‚}A0 ¨ 1r7Es 9(9 t à ¿ Á Y ™4¨ Î Ì ¿ Ñ C ®©Ê  Âà ¨  … Q w 8  0 à ¿ 2 }&0 s 2 z q & 8 5 320 0 ( n 0 G ( 5 9 P t 8 9 7z & w s A Y ©§C  w & 9 A rs 9 t Œ 0 ‚@)†( i9& D7G9 ‚9t l2w & RQ Q ‚Bp8&t Sˆs9 E1Í ( 7rnBt8 74( ‘7t )0}A( @4FR3QF1rB9}A4DVr7X20 p0¢( 799 ‚B¢nV5 o5 @8  ¦Ê 5 8 2 u 79 G s B ( 9 iw 1( 9 8 9  p97g P S8 72 A 8 RQ ( &9 ¹P (& 9 Ãu Y i4¥732@ŽS3Q@B9 Dà 7Y ‚¸ 32Ì6r9 [email protected])6™ž)x™7)[email protected][email protected] R147F6S‚}At [email protected]@@F4Us Ä ¿ ¤ u 0 8 6 @nA Ä F5 t xA A p9P ƒ 5 A EpPP 5 Q A pA0 A 2 p&0 8 5 † ( 9 A )& w & ( g Q z 2 7 69 ( 9 t s 9 r 5 08 28 ¿ g 98 A5  9 P 0( 9 Q z 2 09 t8 A8s9 ¢9( A 0(8 2 9 ( &8s 9 t8 w & u 0 G 5 tAh ƒ 5( u 9 t b  0 2 z 8 z U8 z G 2 F73z5 † ps1rR47E3([email protected] † 7‚l673244‚yVˆ@)¢7S'rp874E74‚77& Ì 7F5 u A 0 2 z 2 9 G 0 t w & A( 9 ƒ u A 0 2 z 8 z U 0 t 0 s 2 &(8 U 9 s( 9 U G( 5 s( &wh G 9 9w P U 0 a 9( z 0 rn}874`r44pG7¤ŽT1rFˆ35P Í rn}874D744X2–¡™}8d6)ˆ‚7rB1r4Œ1FS1)[email protected] f… Ì 14)pul¹ input vector, x dot−products output from the 4 hidden units weights of the 4 hidden units dot−products output from the 5 hidden units: z1 , ... , z 5 weights of the 5 hidden units dot−product perceptron output weights of the output unit, α 1, ... ,α 5  õ ê âáù ê á êß â âúù âá ß § ß I 8 ä çá êß ßá ß Cè üá ê è ã ß ÷ß ãü á è 7ß ü êúäù êèù 5úä ç â 3 ÷ßùä 1 )nªèe1éˆ CI r@øꍪãiyiªüâ § ªùe‚yú ¡£9ée¢§ n'i‚ˆ§ P„irrI '‚4ø÷n‡i„éI F6„éi1én1“ü 6éeªü74ø÷np1f20 2 0858s9 U œ9 9 t8 299 s89 g 08 5( 9 t8 ƒ g G9 G 2 z & g 0 P U Q 5 œ9 8A98 5 2 & ( &((9 2 5 u 08 0 Q Q & 7}&n‚BB44BS7‚€rB'1B4žp&@[email protected])[email protected]@–6)æ)[email protected][email protected]}8~6)Bs w& ƒ 0 g 5 g &( U 9 t8 w 9 P 2 0858s9 U œ9 9 t8 9 2 P U(9 U ƒ t P 5 08 U & 2 5 ƒ g A( &((9 8 z & t 0 v1}8p0pP7F4)ˆ4I7‚‰Ž& 73z5 † )p&@[email protected])—FvFŒ1)[email protected])7‚p8Ss G98 5( 5 U 9A 9( 5 A( &8s u 0 0 5(8 9 t8 0 8 5 t8 2 s & tA A 5 s 8‹  0 u( 5 Q 0 t8 9 0 Q( 989 G t 0 t B@[email protected]@BB9 † 732732@™67‚S|w¢4‚˜E[email protected] unFiˆ‚ˆ¢‚F4F• ’ B}9pP[email protected]“732732@™o7‚DV4)RFSpP6™‚6F47BB“@F326ŽF‚8 ’— –˜ hg f ˜— – • ” G P 5 s &A 9 t8 u 58 5 G u 0 0 5(8 9 t8 w & 8 2 z & Q 5 P 5 QA 5 8 2 z & s s 5 &8 0 9 W 5 &8 A 5 t P 2 & 9 2 & A 9 2 P U( 9 U ƒ t P 5 08 U & t s zA 8 s z(8A 2 & s &8 8 5 t8 G ( 9A g & A 5 s 8‹ 9( z 0 @¢4˜}ƒ77ž77B7F357@r’•VƎ63Q@7)`7™EB7@™@7)BŒ@EŽ4‚˜B9 † r@7)DSDi¢ Í 14)pul¹ 99A u A9AA Ps & s8 9 t8 w & A( &8s 9 t8 2 99 s89 g 0 u( 5 Q P 5 0 œ 5 Q t 0 2 08s 2 zw 2 0 0s9 B@¢ˆB@@35B—‡1“7™ž‚17@BB9 † 7‚ÖrB‡1B’§32F1F6Ž63Q)€§‚p8Ss 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This note was uploaded on 11/30/2011 for the course CIS 6930 taught by Professor Staff during the Spring '08 term at University of Florida.

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