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Small empirical risk doesn t guarantee anything! & we need to minimise both terms of the RHS of the risk bounds The empirical risk of the chosen aL An expression depending on the VC dimension of L9  V " $$  $$           - $$$$ a   a  =   $$$    $ V  8  ff"]      (    @?eg`SMO&{ 3``  |*"?     @?u`SMO&{ 4`   S_ i ^y~Q  "      Dཧ?opGrS`SMO&{ 5`P  z*"   R   x0e0e?Rectangle 2  - "~gΘig\SR_~SR (SRM)$          x`0e0e?Rectangle 3]} - The Structural Risk Minimisation (SRM) Principle Let S = {Q(z,a),aL}. 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J 8R ^ l *\ Lx@    x Freeform 6p`s   # @AB CLDEdFQNR*UVWXԔ?iyVh ^8b 6LrLp|$  D @ p   80 l h @          LFreeform 7R}]xB  P?Line 87u xB  P?Line 9`EE nB  F?Line 10; m 2  L` ?Oval 11P K,  s Snc    2  L ?Oval 12   z S*  c    2  L ?Oval 13 j  Zc     S l@ABCpDEFQRUVWX5%?p8<4@  pFreeform 14 f \   S l@ABCDEFQRUVWX5%?xh84@  Freeform 15 ; \   S l@ABCpDEFQRUVWX5%?p8h@  pFreeform 16 E *  N?Text Box 17r  $~ΘiEmpirical risk& a*    6  N`?Text Box 18Sn 0nOV Confidence interval& a*    0  N?Text Box 19  *ΘiLuPBound on the risk& a*      N?Text Box 20 @  bh1a    N?Text Box 21  bh*a    N?Text Box 22   bhna    N?Text Box 23 pO  aha    N ?Text Box 240 P  bS1a    N@?Text Box 250  P  bS*a    N`?Text Box 260 P P  bSna    # \@AB`CDEFQRUVWXԔ?```@  ``Freeform 28p  ` j   @0e0e?Rectangle 29  - "~gΘig\SR_~SR (SRM)&  "("(*     ffy___PPT10Y+D=' = @B +"!   y a (    @?eg`SMO&{ 3``  |*"?     @?u`SMO&{ 4`   S_ i ^y~Q  "      D?opGrS`SMO&{ 5`P  z*"   P   x`0e0e?Rectangle 2  - /ecTϑ:g SVM2 e3& (3     x0e0e?Rectangle 3M6 - SVMs are learning systems that use a hyperplane of linear functions in a high dimensional feature space  Kernel function trained with a learning algorithm from optimization theory  Lagrange Implements a learning bias derived from statistical learning theory  Generalisation SVM is a classifier derived from statistical learning theory by Vapnik and Chervonenkis N A " " & &" & ="  & F" & W" & * W   ff80___PPT10.܂w"3} 22882(    @?eg`SMO&{ 3``  |*"?     @P?u`SMO&{ 4`   S_ i ^y~Q  "      D Q?opGrS`SMO&{ 5`P  z*"   @   x@R0e0e?Rectangle 2w |'  - t ~'`R{|hV(  c6    L`S1?Text Box 7Z oa($(2g      LT1?Text Box 9z) vyest,$ " *   x ` C *Group 53"jW 3 ` J1?Rectangle 3  ~ f . $(2"$ "   B 4 \1?Line 4   5 LC1?Text Box 5 ' ix"$(2"  B 6 \1?Line 6B 7 \1?Line 8p 8 N\1?Text Box 49 ` =f(x,w,b) = sign(w. x - b)$(2""""&& "&"&"&"  0&x `   C *Group 54"}   NV1?Text Box 10 {denotes +1 denotes -1 $(2"  2   ^SOW?Oval 11@f5 R   2   ^Ab ?Oval 12@0bP R   B   XԔ?Line 13JmJ B  RԔ?Line 14  2  X\?Oval 15& b L  R   2  X 1?Oval 16 D  R   2  X@2?Oval 17   R   2  X`3?Oval 18    R   2  X4?Oval 19d R   2  X5?Oval 20 0 N  R   2  X6?Oval 21 R   2  X7?Oval 22 @  R   2  ^\9?Oval 23  R   2  ^\ :?Oval 24 R   2  ^\@;?Oval 25 / . O  R   2  ^\`<?Oval 26 R   2  ^\=?Oval 27   R   2  ^\>?Oval 28p .  R   2  ^\@?Oval 29  R   2  ^Ab@[?Oval 30   R   2  ^Ab]?Oval 31, R  R   2   ^Ab^?Oval 32 8  R   2 ! ^Ab ]?Oval 33   R   2 " ^Ab_?Oval 34 3 3 X  R   2 # ^AbE?Oval 35 *  R   2 $ ^Ab@N?Oval 36 J h R   2 % ^Ab !?Oval 37 R   2 & ^Ab@"?Oval 38  . R   2 ' ^Ab`#?Oval 39  R   2 ( ^SO$?Oval 40 R   2 ) ^SO%?Oval 41p   R   2 * ^SO&?Oval 42   R   2 + ^SO'?Oval 430 U  R   2 , ^SO)?Oval 44" D  R   2 - ^SOO?Oval 45  R   2 . ^SOD?Oval 46)O R   2 / ^SOK?Oval 47 n  R   2 0 ^SOJ?Oval 48 0  R    1 NG1?Text Box 50`` \$ 2"    2 NH1?Text Box 51@0  !How would you classify this data?"$ 2"""   ffy___PPT10Y+D=' = @B +"1  00 770(    @?eg`SMO&{ 3``  |*"?     @`?u`SMO&{ 4`   S_ i ^y~Q  "      D?opGrS`SMO&{ 5`P  z*"   B   x0e0e?Rectangle 2` p  - v ~'`R{|hV, c6a    `@1?Rectangle 3  ~ f . $(2"$ "   B  \1?Line 4   L1?Text Box 5 ' ix"$(2"  B  \1?Line 6  L1?Text Box 7@0m oa($(2g    B  \1?Line 8p  L1?Text Box 9p} vyest,$ " *     N1?Text Box 10 {denotes +1 denotes -1 $(2"  2  ^SOࡥ?Oval 11@f5 R   2  ^Ab৥?Oval 120@bP R   B  XԔ?Line 13p``zB  RԔ?Line 14  2  X@?Oval 15b & L  R   2  X?Oval 16 D  R   2  X ?Oval 17  R   2  X?Oval 18   R   2  X@?Oval 19d R   2  X?Oval 200 N  R   2  X@B?Oval 21 R   2  X?Oval 22 @  R   2  ^\ ?Oval 23  R   2  ^\@?Oval 24 R   2  ^\`?Oval 25/  . O  R   2  ^\?Oval 26 R   2  ^\?Oval 27  R   2  ^\?Oval 28 p.  R   2  ^\?Oval 29  R   2 ! ^Ab?Oval 30  R   2 " ^Ab ?Oval 31 , R  R   2 # ^Ab@?Oval 32 8  R   2 $ ^Ab`?Oval 33  R   2 % ^Ab?Oval 343 3 X  R   2 & ^Ab?Oval 35 *  R   2 ' ^Ab?Oval 36J h R   2 ( ^Ab ?Oval 37 R   2 ) ^Ab@?Oval 38  . R   2 * ^Ab`?Oval 39  R   2 + ^SO?Oval 40 R   2 , ^SO?Oval 41 p   R   2 - ^SO?Oval 42   R   2 . ^SO@?Oval 430 U  R   2 / ^SO`?Oval 44" D  R   2 0 ^SO?Oval 45  R   2 1 ^SO?Oval 46)O R   2 2 ^SO ?Oval 47n  R   2 3 ^SO ?Oval 48 0  R    4 N@ 1?Text Box 49  ` =f(x,w,b) = sign(w. x - b)$(2""""&& "&"&"&"  zB 5 R1?Line 50p`  6 N 1?Text Box 51`` \$ 2"   7 N@ 1?Text Box 52@0  !How would you classify this data?"$ 2"""   ffy___PPT10Y+D=' = @B +"3! 21@881(    @ ?eg`SMO&{ 3``  |*"?     @ ?u`SMO&{ 4`   S_ i ^y~Q  "      D*?opGrS`SMO&{ 5`P  z*"   B   x,0e0e?Rectangle 2` p  - v ~'`R{|hV, c6a    ` 1?Rectangle 3  ~ f . $(2"$ "   B  \1?Line 4   L+1?Text Box 5 ' ix"$(2"  B  \1?Line 6  L`1?Text Box 7@0m oa($(2g    B  \1?Line 8p  L` 1?Text Box 9p} vyest,$ " *     N1?Text Box 10 {denotes +1 denotes -1 $(2"  2  ^SO` ?Oval 11@f5 R   2  ^Ab@ ?Oval 120@bP R   B  XԔ?Line 13p``zB  RԔ?Line 14  2  X ?Oval 15b & L  R   2  X ?Oval 16 D  R   2  X ?Oval 17  R   2  X ?Oval 18   R   2  X ?Oval 19d R   2  X@ ?Oval 200 N  R   2  X` ?Oval 21 R   2  X ?Oval 22 @  R   2  ^\ ?Oval 23  R   2  ^\ ?Oval 24 R   2  ^\ ?Oval 25/  . O  R   2  ^\ ?Oval 26 R   2  ^\ ?Oval 27  R   2  ^\ ?Oval 28 p.  R   2  ^\ ?Oval 29  R   2 ! ^Ab` ?Oval 30  R   2 " ^Ab ?Oval 31 , R  R   2 # ^Ab ?Oval 32 8  R   2 $ ^Ab ?Oval 33  R   2 % ^Ab ?Oval 343 3 X  R   2 & ^Ab@ ?Oval 35 *  R   2 ' ^Ab` ?Oval 36J h R   2 ( ^Abp ?Oval 37 R   2 ) ^Abq ?Oval 38  . R   2 * ^Abs ?Oval 39  R   2 + ^SO t ?Oval 40 R   2 , ^SO@u ?Oval 41 p   R   2 - ^SO`v ?Oval 42   R   2 . ^SOw ?Oval 430 U  R   2 / ^SOx ?Oval 44" D  R   2 0 ^SOy ?Oval 45  R   2 1 ^SOz ?Oval 46)O R   2 2 ^SO| ?Oval 47n  R   2 3 ^SO } ?Oval 48 0  R    4 N@~ 1?Text Box 49  ` =f(x,w,b) = sign(w. x - b)$(2""""&& "&"&"&"  zB 5 R1?Line 500  6 N` 1?Text Box 51`` \$ 2"   7 N 1?Text Box 52@0  !How would you classify this data?"$ 2"""   8 P ?Rectangle 53  'Copyright 2001, 2003, Andrew W. Moore((& (   ffy___PPT10Y+D=' = @B +"3# 21`881(    @ a ?eg`SMO&{ 3``  |*"?     @@b ?u`SMO&{ 4`   S_ i ^y~Q  "      Dc ?opGrS`SMO&{ 5`P  z*"   B   xd 0e0e?Rectangle 2` p  - v ~'`R{|hV, c6a    `f 1?Rectangle 3  ~ f . $(2"$ "   B  \1?Line 4   Lg 1?Text Box 5 ' ix"$(2"  B  \1?Line 6  Li 1?Text Box 7@0m oa($(2g    B  \1?Line 8p  Lk 1?Text Box 9p} vyest,$ " *     Nl 1?Text Box 10 {denotes +1 denotes -1 $(2"  2  ^SOm ?Oval 11@f5 R   2  ^Abo ?Oval 120@bP R   B  XԔ?Line 13p``zB  RԔ?Line 14  2  X ?Oval 15b & L  R   2  X` ?Oval 16 D  R   2  X ?Oval 17  R   2  X ?Oval 18   R   2  X ?Oval 19d R   2  X ?Oval 200 N  R   2  X ?Oval 21 R   2  X ?Oval 22 @  R   2  ^\ ?Oval 23  R   2  ^\ ?Oval 24 R   2  ^\`@?Oval 25/  . O  R   2  ^\A?Oval 26 R   2  ^\B?Oval 27  R   2  ^\C?Oval 28 p.  R   2  ^\D?Oval 29  R   2 ! ^AbF?Oval 30  R   2 " ^Ab G?Oval 31 , R  R   2 # ^Ab@H?Oval 32 8  R   2 $ ^Ab`I?Oval 33  R   2 % ^AbJ?Oval 343 3 X  R   2 & ^AbK?Oval 35 *  R   2 ' ^AbL?Oval 36J h R   2 ( ^AbM?Oval 37 R   2 ) ^AbO?Oval 38  . R   2 * ^Ab`P?Oval 39  R   2 + ^SOQ?Oval 40 R   2 , ^SOR?Oval 41 p   R   2 - ^SOS?Oval 42   R   2 . ^SO ?Oval 430 U  R   2 / ^SO@U?Oval 44" D  R   2 0 ^SO ]?Oval 45  R   2 1 ^SO A ?Oval 46)O R   2 2 ^SO@B ?Oval 47n  R   2 3 ^SO`C ?Oval 48 0  R    4 ND 1?Text Box 49  ` =f(x,w,b) = sign(w. x - b)$(2""""&& "&"&"&"  zB 5 R1?Line 50 p  6 N`F 1?Text Box 51`` \$ 2"   7 NG 1?Text Box 52@0  !How would you classify this data?"$ 2"""   8 PI ?Rectangle 53  'Copyright 2001, 2003, Andrew W. Moore((& (   ffy___PPT10Y+D=' = @B +"3$ 21881(    @J ?eg`SMO&{ 3``  |*"?     @K ?u`SMO&{ 4`   S_ i ^y~Q  "      D`\?opGrS`SMO&{ 5`P  z*"   B   x_0e0e?Rectangle 2` p  - v ~'`R{|hV, c6a    `\1?Rectangle 3  ~ f . $(2"$ "   B  \1?Line 4   LZ1?Text Box 5 ' ix"$(2"  B  \1?Line 6  LW1?Text Box 7@0m oa($(2g    B  \1?Line 8p  LY1?Text Box 9p} vyest,$ " *     N`Y1?Text Box 10 {denotes +1 denotes -1 $(2"  2  ^SOM ?Oval 11@f5 R   2  ^AbN ?Oval 120@bP R   B  XԔ?Line 13p``zB  RԔ?Line 14  2  XQ?Oval 15b & L  R   2  XR?Oval 16 D  R   2  XS?Oval 17  R   2  XT?Oval 18   R   2  XV?Oval 19d R   2  X W?Oval 200 N  R   2  X@X?Oval 21 R   2  X`Y?Oval 22 @  R   2  ^\Z?Oval 23  R   2  ^\[?Oval 24 R   2  ^\\?Oval 25/  . O  R   2  ^\]?Oval 26 R   2  ^\_?Oval 27  R   2  ^\``?Oval 28 p.  R   2  ^\a?Oval 29  R   2 ! ^Abb?Oval 30  R   2 " ^Abc?Oval 31 , R  R   2 # ^Ab ?Oval 32 8  R   2 $ ^Abf?Oval 33  R   2 % ^Ab g?Oval 343 3 X  R   2 & ^Ab@h?Oval 35 *  R   2 ' ^Ab`i?Oval 36J h R   2 ( ^Abj?Oval 37 R   2 ) ^Abk?Oval 38  . R   2 * ^Abl?Oval 39  R   2 + ^SOm?Oval 40 R   2 , ^SOo?Oval 41 p   R   2 - ^SO`@?Oval 42   R   2 . ^SOA?Oval 430 U  R   2 / ^SOB?Oval 44" D  R   2 0 ^SOC?Oval 45  R   2 1 ^SOD?Oval 46)O R   2 2 ^SOF?Oval 47n  R   2 3 ^SO G?Oval 48 0  R    4 N@H1?Text Box 49  ` =f(x,w,b) = sign(w. x - b)$(2""""&& "&"&"&"  zB 5 R1?Line 50 p  6 N J1?Text Box 51`` \$ 2"   7 N@K1?Text Box 52@0  !How would you classify this data?"$ 2"""   8 PL?Rectangle 53  'Copyright 2001, 2003, Andrew W. Moore((& (   ffy___PPT10Y+D=' = @B +"E& R<J<::<(    @/?eg`SMO&{ 3``  |*"?     @?u`SMO&{ 4`   S_ i ^y~Q  "      D@?opGrS`SMO&{ 5`P  z*"   xB  PX ޅ?Line 2` xB  PX 1?Line 30 2   x0e0e?Rectangle 4` p  - fg'Y c6    `1?Rectangle 5  ~ f . $(2"$ "   B  \1?Line 6   L 1?Text Box 7 ' ix"$(2"  B  \1?Line 8  L 1?Text Box 9@0m oa($(2g    B  ^1?Line 10p  N 1?Text Box 11p} vyest,$ " *     N 1?Text Box 12 {denotes +1 denotes -1 $(2"  2  ^SO ?Oval 13@f5 R   2  ^Ab ?Oval 140@bP R   B  XԔ?Line 15p``zB  RԔ?Line 16  2  X`I ?Oval 17b & L  R   2  X T?Oval 18 D  R   2  XU?Oval 19  R   2  XK?Oval 20   R   2  X@r?Oval 21d R   2  X?Oval 220 N  R   2  X?Oval 23 R   2  X?Oval 24 @  R   2  ^\ ?Oval 25  R   2  ^\@?Oval 26 R   2  ^\`?Oval 27/  . O  R   2  ^\?Oval 28 R   2  ^\?Oval 29  R   2 ! ^\p?Oval 30 p.  R   2 " ^\ q?Oval 31  R   2 # ^Ab@r?Oval 32  R   2 $ ^Ab`s?Oval 33 , R  R   2 % ^Abt?Oval 34 8  R   2 & ^Abu?Oval 35  R   2 ' ^Abv?Oval 363 3 X  R   2 ( ^Abw?Oval 37 *  R   2 ) ^Aby?Oval 38J h R   2 * ^Ab z?Oval 39 R   2 + ^Ab@{?Oval 40  . R   2 , ^Ab`|?Oval 41  R   2 - ^SO}?Oval 42 R   2 . ^SO?Oval 43 p   R   2 / ^SO?Oval 44   R   2 0 ^SO?Oval 450 U  R   2 1 ^SO?Oval 46" D  R   2 2 ^SO ?Oval 47  R   2 3 ^SO@?Oval 48)O R   2 4 ^SO`?Oval 49n  R   2 5 ^SO?Oval 50 0  R    6 N1?Text Box 51  ` =f(x,w,b) = sign(w. x - b)$(2""""&& "&"&"&"   7 N1?Text Box 52`` \$ 2"   8 N1?Text Box 53"PK![Content_Types].xml|N0 HC+jS8 @:Q۸ ??\o<7p]V޷O(I'6E=, ){Ō4>I)q7UuDހǏ)}nL"Mᴸ&g0eSA)΄2';2 WYu7{ɯΒzŘqFrj9K*(]mOlPK!Z,[ _rels/.relslj0 ``t_Pƈ[>,dgzjǎ?I'f#®Pb-\/Ƿ0Z]nLnp__3.iJV KQBiDžrL,Vʌ/7р4`ANar+m;E/'3U Aںv83/PK!Cvdrs/downrev.xmlDOK1G!f۪kRPqdIvz6ĉ|h+N2ĥ3- > vIH6Ɲ!"I8䨠ϥ eCĉU[4In;9˲Gi`O/ ?UЏiXKR7D!?k^To&,9j7~"y)0& r PK-![Content_Types].xmlPK-!Z,[ _rels/.relsPK-!Cvdrs/downrev.xmlPK I,$- The maximum margin linear classifier is the linear classifier with the maximum margin. This is the simplest kind of SVM (Called an LSVM)4$ 2  $e   & 9 hG`Hj1?AutoShape 54"PK![Content_Types].xml|N0 HC+jS8 @:Q۸ ??\o<7p]V޷O(I'6E=, ){Ō4>I)q7UuDހǏ)}nL"Mᴸ&g0eSA)΄2';2 WYu7{ɯΒzŘqFrj9K*(]mOlPK!Z,[ _rels/.relslj0 ``t_Pƈ[>,dgzjǎ?I'f#®Pb-\/Ƿ0Z]nLnp__3.iJV KQBiDžrL,Vʌ/7р4`ANar+m;E/'3U Aںv83/PK!5drs/downrev.xmlDOO1G&~fLBu1=p6lgi ,|zxH>  3`d+'[m?Vv)b~{3\б KrbrC`lbc:}åSY6[v)FDeq|W0J!W`cpL-O/ zyVn0DR`MPK-![Content_Types].xmlPK-!Z,[ _rels/.relsPK-!5drs/downrev.xmlPK B,$D- p Linear SVM $(2 "    : P ?Rectangle 55  'Copyright 2001, 2003, Andrew W. Moore((& (  9 ff=5___PPT10+D' = @B DD' = @BA?%,( < +O%,( < +DA' =%(D' =%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*8W%(D2' =%(D' =%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*8W%(D' =%(D' =A@BBBB0B%(D' =1:Bvisible*o3>+B#style.visibility<*9%(+p+0+8- ++0+9- +" (    @@u?eg`SMO&{ 3``  |*"?     @O?u`SMO&{ 4`   S_ i ^y~Q  "      D`)?opGrS`SMO&{ 5`P  z*"   4   x0e0e?Rectangle 2  - h R{|s^b c6     xy0e0e?Rectangle 30  - Training set: (xi, yi), i=1,2,& N; yi{+1,-1} Hyperplane: wx+b=0 This is fully determined by (w,b) @ "  ""*"*"*  """""""b  z  RA??Picture 4 ffy___PPT10Y+D=' = @B +"  (    @|?eg`SMO&{ 3``  |*"?     @?u`SMO&{ 4`   S_ i ^y~Q  "      D w?opGrS`SMO&{ 5`P  z*"   @   x~0e0e?Rectangle 2  - tg'Y, c6a     |A??Picture 3 0 -  F*?Text Box 4pP   According to a theorem from Learning Theory, from all possible linear decision functions the one that maximises the margin of the training set will minimise the generalisation error. 2a   ffy___PPT10Y+D=' = @B +"# "" "(    @`?eg`SMO&{ 3``  |*"?     @?u`SMO&{ 4`   S_ i ^y~Q  "      D?opGrS`SMO&{ 5`P  z*"   ,    x0e0e?Rectangle 2"PK!Zf[Content_Types].xmlMO &2WR=cJ`F0iK`#̼vLw 9uSq:w`G ^i ½KI)c/ $oVjTMRc|}042ҥCƔM̏P~*ka/8^DkHbL8e i"K\XN\6rco4y@_;oPK!1_a _rels/.relsj0 ѽqCNo^K [ILcX&m߾0XFo;>0xM e`|X}đ I`߽N4aG2$RKIZ)4(M9`ctB{m:f@`3n|O,ܗr޾jxR0T ,0@}WBLǬ5vPK!^eydrs/shapexml.xmlUn7;~,ഀ`G\w#.%)Y (JE?r׶E_zV3͌_+vҺ_8Zw)s{9y)eW8fpnZvN"R,7"uk+Ԟ<UznE3\wzi$wK, sB)ĝ,֮q!0bd$YG_ymQJi k}!)s3vcjr 5W#}d0ɰulqS.M}n?;sI?rvHy/D{&p4L3~o<<5I _+ 0̃c[-Y ~рx >*8bOO֧'z[͍|5[e_&ЫZPMmݿ%[ 6smV2n|`6 Џ%0H m, Udl7QP;@JaHd~Kձ>{I }i7h[b% iUAUy?G5ʰG9+\JR1TtxksU*Ք|qFY {[(2jR9Vbۅn݆Z9G\9 ?xǿTH8AY'9~;=[wJlCGCi:[%n}del?٬r z7PK!ꥷrdrs/downrev.xmlDMK@Eax;;iRKwk 3m\r/rH!)N2*oZW+=܁`)8Sb'WQs-4C.e'~ 9PK඗,KK i*|vEm޷* FC7/(g);$dLA.PK-!Zf[Content_Types].xmlPK-!1_a /_rels/.relsPK-!^ey*drs/shapexml.xmlPK-!ꥷrdrs/downrev.xmlPK  - n g'YSR" g6  z  RA??Picture 3P rB  J?Line 4P    x@0e0e?Rectangle 5" PK!Zf[Content_Types].xmlMO &2WR=cJ`F0iK`#̼vLw 9uSq:w`G ^i ½KI)c/ $oVjTMRc|}042ҥCƔM̏P~*ka/8^DkHbL8e i"K\XN\6rco4y@_;oPK!1_a _rels/.relsj0 ѽqCNo^K [ILcX&m߾0XFo;>0xM e`|X}đ I`߽N4aG2$RKIZ)4(M9`ctB{m:f@`3n|O,ܗr޾jxR0T ,0@}WBLǬ5vPK!CY_t6drs/shapexml.xmlYQn6/;-'ql πX E$ع~AoޣoHYXl"Y(dRy|á2Wl! =wIIG۫{ά:rW?pVmYa9sak̅}WR--L.[iva\u\dc(SCz15,KFrEyod -dG[ >Lڈ&1KRZz10xKXzy^õ.圹U -"YqhAtpz|?_u-/L 4e4! ZS\:wzL1$'A- eʡ[^bQԛlnel6 ٣0Fr~Ѱip|eptGlD-Dž cwءF,R1 ZJc0%":6l.Jbb) 4nVؒ/4fMo6_Ʌ!!ڍ7ZJx4ZB{0_qVD2 }Kଡ଼].ft!ڀXJǘ$[I=[ر.lKXxSRE+Q E!!WFXۥ7rT͞VyY+g cͅE5щ(l1n30<Cgy[F\KlU&4laZ0gQ?ט|.fك41qWʞϾJܸoH}nJSWRaA-TKovr eLS_0u (~uGg_|N_cۍ~4`li@l q1z$EһGJsm8-Ek=E^oǸ,y]ղlhψktm [I[u[1eQ'k=D+ïeg(h~zcu\VFf#֗ƱEB/ d yE_j'7s '[_%rtk/mMW 4 :pqwpZE夙͓G܈ =J%e{ J/)$B_k&5>:}ԌCMz}U٭UhҖo^` ꕁ|m> -n߸}oK]0ǯ"ZR'i(@ڇBȱYMr>Aoޣ3eY BlȒƿa?R6e\k1.T= vǷ_?S + O3cKho0;np@n#bY @V/ Dׂ eQV_)Lm*T&yozG=} PLꄪJ v*U%J(?,g7ʔLWSf,Z|ٖn*༥»púCdF<JCL =P,ͭ Dž+{ 68. Mkɮ,s:"b2BA_8M6k6Q E hL5Кñ83L{ ?BhmjZA  VC|^??ē#/RUQGL47Җ Mm'Ƌ;g1YJGSlmmn> OUa簎tvjoV PK!drs/downrev.xmlDQO0M5M:7'dR?^.m᯷AOwM؉op?JlYMFbg jg6(!( /8uCdbNc).#\w6___PPT9 vNote1: decision functions (w,b) and (cw, cb) are the same Note2: but margins as measured by the outputs of the function xwx+b are not the same if we take (cw, cb). Definition: geometric margin: the margin given by the canonical decision function, which is when c=1/||w|| Strategy: 1) we need to maximise the geometric margin! (cf result from learning theory) 2) subject to the constraint that training examples are classified correctly  " Z"" ""Q""" """""""""   F?Text Box 6@`  cw 2a    F ?Text Box 7 @  ~wx+b=02 2ee    Fv?Text Box 8  0  ~wx+b>02 2ee    Fx?Text Box 9 @  ~wx+b<02 2ee   ffy___PPT10Y+D=' = @B +"P g_  G(     @`?eg`SMO&{ 3``  |*"?     @}?u`SMO&{ 4`   S_ i ^y~Q  "      Dz?opGrS`SMO&{ 5`P  z*"   T   xr0e0e?Rectangle 2]}b ->6___PPT9 BAccording to Note1, we can demand the function output for the nearest points to be +1 and  1 on the two sides of the decision function. This removes the scaling freedom. Denoting a nearest positive example x+ and a nearest negative example x-, this is Computing the geometric margin (that has to be maximised): And here are the constraints: \[ " "*!"*g" [ x   s <A  ??Object 4   x   s <A  ??Object 5 r   x   s <A  ??Object 6      ZM?AutoShape 7  R   x   s <A  ??Object 8 2  R  `?AutoShape 9 p p R     P?Rectangle 10"þPK!Zf[Content_Types].xmlMO &2WR=cJ`F0iK`#̼vLw 9uSq:w`G ^i ½KI)c/ $oVjTMRc|}042ҥCƔM̏P~*ka/8^DkHbL8e i"K\XN\6rco4y@_;oPK!1_a _rels/.relsj0 ѽqCNo^K [ILcX&m߾0XFo;>0xM e`|X}đ I`߽N4aG2$RKIZ)4(M9`ctB{m:f@`3n|O,ܗr޾jxR0T ,0@}WBLǬ5vPK!ƿfXi drs/shapexml.xmlVˎ0#4-"fF ,ʨp8SSǎlv?N!Y7}{#}tUk+kr>xq&29uu;2%ikd=iFa06~|B3ɚCHʺuqK( P,;פ ?+6%q8ʜ = Ոz)0\kwz ؊П) p0cf"O73I!1Z? 4ؾܢ@ϊXZh\+V[hp:U`GggpQBނNsiwĢ;T$%I˱ms/ cpȒZV5-WFL@J2&5Cv::ZEHF̬y>LMߔfX]3yMn0 IK~)1I$}u"㬔[` 9udPYNQA^r(8&v0"hbڈ(FLD`K]SY7jߞT7zi8j-;i=\`cvMTCB#qf ^ kՒs~;]pF:ӳ4`s?qYZE Bƅi8K;.vaawHL\Z1@nY[%T.|δ$8TL=rZʸ  A][+r-4eUalH[MG"",Yo}ˇO_?QAΩVzFK4Oo0%ikῳ~P]&e6tE2SҔr.Ukl%m+:߃oPK!pMdrs/downrev.xmlDj0D9F 4R;!2D.0jNhFr4nT p +iϦS!&T(@*CHcYG&wc~9EG:uk]t˟o6mx|H/"xKҮ)\я zY6_PK-!Zf[Content_Types].xmlPK-!1_a /_rels/.relsPK-!ƿfXi *drs/shapexml.xmlPK-!pMdrs/downrev.xmlPK  g'YSR"g6    ffy___PPT10Y+D=' = @B +" @$(  $ $ @@?eg`SMO&{ 3``  |*"?    $ @`?u`SMO&{ 4`   S_ i ^y~Q  "     $ D?opGrS`SMO&{ 5`P  z*"    $ # A??Picture 2 >  - $ F?Text Box 3  ~wx+b=02 2ee   $ F ?Text Box 4  ~wx+b=12 2e!e!    $ F@?Text Box 5  wx+b=-12 2e!e!    $ F`?Text Box 6 0 @  ~wx+b>12 2ee    $ F?Text Box 7 P  ~wx+b<12 2ee  n  $  ~0e0e?Rectangle 8  - 6Maximum margin  summing up4 "$c$ "$   $ F?Text Box 9 X 2a   $ H?Text Box 100  6Given a linearly separable training set (xi, yi), i=1,2,& N; yi{+1,-1} Minimise ||w||2 Subject to This is a quadratic programming problem with linear inequality constraints. There are well known procedures for solving it J, 2)cckckck         ~   z $ s >A ??Object 11    ffy___PPT10Y+D=' = @B +" `(    @?eg`SMO&{ 3``  |*"?     @ ?u`SMO&{ 4`   S_ i ^y~Q  "      D?opGrS`SMO&{ 5`P  z*"      x 0e0e?Rectangle 2"ëPK!Zf[Content_Types].xmlMO &2WR=cJ`F0iK`#̼vLw 9uSq:w`G ^i ½KI)c/ $oVjTMRc|}042ҥCƔM̏P~*ka/8^DkHbL8e i"K\XN\6rco4y@_;oPK!1_a _rels/.relsj0 ѽqCNo^K [ILcX&m߾0XFo;>0xM e`|X}đ I`߽N4aG2$RKIZ)4(M9`ctB{m:f@`3n|O,ܗr޾jxR0T ,0@}WBLǬ5vPK!j@hdrs/shapexml.xmlUn7?lAvj+`7`G\w-.ɒ\YEk[/9d 9Ùyo8:9]׊?LjaJfO@:'eFz~:݉yf }/JY3Vj۾uK( P~Mc\Ws;sQWcU3M5^K$ndZBS#KK2{T*ͥC)i&%3}))qq)\5RؒE Jrdpp<<>z?8>[kRGѩ>7f|B~@ aܖ{G(ڐCrF5T ݓnQ f\YLt S[ S="jfeQBr̼$+>D`wm/Q>ԿAޒ.C5i*u Jh$ūJX岸|a>woat8KN -%v%vh-*VD`+L/uܱ8׶Of9=+¿uf:hge<+W$ТeF@:~$>" ]6uUg|[&W7Iwy4-zKqqnjg(/꒜ QIz;?w=J\Kj3|y&g O\w>sqo>AՎ z;PK!6drs/downrev.xmlDN0DHHܨSU V *)nKMvd6{,pl1N(55f 2:kˋeʞL2"B ϤUÚlbNSR9:EmLćz^5\orusXz+C^V9հ|x]J/j&4_\ BPK-!Zf[Content_Types].xmlPK-!1_a /_rels/.relsPK-!j@h*drs/shapexml.xmlPK-!6drs/downrev.xmlPK  - j/ecTϑ" g6     |A??Picture 3  } -o  F?Text Box 4@P   The training points that are nearest to the separating function are called support vectors. What is the output of our decision function for these points? 2a   ffy___PPT10Y+D=' = @B +"V UM(5(  (  ( @?eg`SMO&{ 3``  |*"?     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