$B%Q%?!<%sG'<1FCO@!J#2#0#1#2G/EY!K(B

$B9pCN(B

$BFC$K$"$j$^$;$s!#(B

$BK\

$BF|Dx(B

$B0J2<$NM=Dj$OJQ99$5$l$k2DG=@-$,$"$j$^$9!#(B

$BG/(B/$B7n(B/$BF|(B	$B2s(B	$BC4Ev(B	$B%F!<%^(B
2012/09/04	01	$B55ED(B1	$B9b	2012/09/11	02	$B55ED(B2	Support Vector Machine 1 ($BM}O@(B)
2012/09/18	03	$B55ED(B3	Support Vector Machine 2 ($BM}O@(B - $B	2012/09/25	04	$B55ED(B4	Support Vector Machine 3 ($B	2012/10/02	05	$B55ED(B5	k-NN, SVM$BJdB-(B, PCA, $B2]Bj(B
2012/10/16	06	$B3]C+(B1
2012/10/23	07	$B3]C+(B2
2012/10/30	08	$B3]C+(B3
2012/11/06	09	$B3]C+(B4
2012/11/13	10	$B3]C+(B5
2012/11/20	($B;n83(B)	$B;n83(B	$B3]C+@h@8J,$N$_(B

$B9V5A;qNA(B

$B$3$N9V5A$N$&$A!">/$J$/$H$b55EDC4EvJ,$O(B $B%O%$%S%8%g%s9V5A%"!<%+%$%V(B $B$G;kD02DG=$G$9!#(B

• libsvm
• Casper Cartridge

$B2]Bj(B

$B$3$3$K$"$k$N$O55EDB&$+$i$N2]Bj$N$_$G$9!#(B $B3]C+@h@8$+$i$N2]Bj$O$3$3$K$O7G:\$5$l$F$$$^$;$s!#(B

• $B2]Bj#1(B [2012/11/13, 18:00$BDy@Z(B]
  $B>\:Y$O(B2012/09/04$B$N9V5A%S%G%*$r4Q$k$3$H!#(B
  
  • $B:#!"(Bd$Br7o$r<($7!"$=$N>ZL@$r$;$h!#(B
    $B;29M?^=q!"J88%$rMQ$$$?>l9g$O=PE5$r>\:Y$KL@5-$9$k$3$H!#(B
    $B@bL@$OI,$:<+J,$GJ8>O$r:n@.$9$k$3$H!#(B
    $B!zDs=P$O(BPDF$B%U%!%$%k$G9T$$!"#1KgL\$K!";aL>!"3X@RHV9f!"Ds=PF|$rI=<($9$k$3$H!#(B
  
  
• $B2]Bj#2(B [2012/11/13, 18:00$BDy@Z(B]
  $B9be$N!KJ,N`$r$B>\:Y$O(B2012/10/02$B$N9V5A%S%G%*$r4Q$k$3$H!#(B
  $B!zDs=P$O5-=R$K4X$7$F$O!"(BPDF$B%U%!%$%k$G9T$$!"#1KgL\$K!";aL>!"3X@RHV9f!"Ds=PF|$rI=<($9$k$3$H!#$=$N:]!"0J2<$N2<@~It$KAjEv$9$k5-=R$,$9$Y$F4^$^$l$F$$$k$3$H!#(B
  $B!z(BPDF$B%U%!%$%k$H$OJL$K!"(Bxxxxxxx-SmallSet-L.txt, xxxxxxx-SmallSet-T.txt, xxxxxxx-LargeSet-L.txt, xxxxxxx-LargeSet-T.txt$B$N#4$D$N%G!<%?%U%!%$%k$rDs=P$9$k$3$H!#(B
  
  
  • (1) $B%G!<%?(B
    1. (SmallSet) $B#2%/%i%9!"#2
       • $BA4$F65;U?.9f$D$-!#(B
       • $B65;U?.9f$O(B-1$B$H(B1$B$H$9$k!#(B
       • $B%5%s%W%k?t$O3F%/%i%9#2#0#00J>e!#$&$A!"#1#0#0%5%s%W%k$r;n83MQ!";D$j$N#1#0#0%5%s%W%k0J>e$r3X=,MQ$H$9$k!#(B
       • $B#2%/%i%94V$N%G!<%?$O@~7A<1JLITG=$G$"$k$3$H!#(B
       • $B%7%_%e%l!<%7%g%[email protected]!#(B
       • $B%U%)!<%^%C%H$O(Blibsvm$BF~NO%G!<%?%U%)!<%^%C%H=`5r!#(B
       • $B3X@RHV9f$N?t;zItJ,(B xxxxxxx $B$rMQ$$$F!"(B$B3X=,MQ(B(Learning)$B$r(B xxxxxxx-SmallSet-L.txt$B!";n83MQ(B(Testing)$B$r(B xxxxxxx-SmallSet-T.txt $B$H$7$FDs=P$9$k$3$H!#(B
       • $B%G!<%?$N%/%i%9$N0UL#$H3FFCD'NL$N0UL#$r@bL@$9$k$3$H!#%7%_%e%l!<%7%g%s$N>l9g$O<0$rDs<($9$k$3$H!#(B
    2. (LargeSet) $B#N%/%i%9(B(N>=2)$B!"#d=6)
       • $B3X=,%G!<%?$K$D$$$F$O65;U?.9f$D$-!#;n83%G!<%?$K$D$$$F$b65;U?.9fIU$-$,K>$^$7$$!#(B
       • $B#2%/%i%9$N>l9g!"65;U?.9f$O(B-1$B$H(B1$B$H$9$k!##3%/%i%90J>e$N>l9g!"65;U?.9f$O(B1,2,3,$B!E$H$9$k!#(B
       • $B3X=,MQ%5%s%W%k?t$O3F%/%i%9#1#0#00J>e!#;n83MQ%5%s%W%k?t$O3F%/%i%9#1#00J>e!#(B
       • $B#2%/%i%9>l9g!"%G!<%?$O@~7A<1JLITG=$G$"$k$3$H!##N%/%i%9(B(N>2)$B$N>l9g!">/$J$/$H$b$I$l$+$N#2%/%i%94V$G$O@~7A<1JLITG=$G$"$k$3$H!#!J$?$@$7(Bd>=10$B$G$"$l$PITLd!K(B
       • $B%7%_%e%l!<%7%g%[email protected]!#8x3+$KLdBj$N$J$$%G!<%?$G$"$k$3$H$,K>$^$7$$!#!J8x3+$G$-$J$$%G!<%?$N>l9g$O$=$N;]EA$($k$3$H!K(B
       • $B%U%)!<%^%C%H$O(Blibsvm$BF~NO%G!<%?%U%)!<%^%C%H=`5r!#(B
       • $B3X@RHV9f$N?t;zItJ,(B xxxxxxx $B$rMQ$$$F!"(B$B3X=,MQ(B(Learning)$B$r(B xxxxxxx-LargeSet-L.txt$B!";n83MQ(B(Testing)$B$r(B xxxxxxx-LargeSet-T.txt $B$H$7$FDs=P$9$k$3$H!#(B
       • $B%G!<%?$N%/%i%9$N0UL#$H3FFCD'NL$N0UL#$r@bL@$9$k$3$H!#(B
    3. $B;29M!'(B libre calc$B$G@8@.$7$?(Bcsv$B%U%!%$%k$r(Blibsvm$B%U%)!<%^%C%H$K=`5r$5$;$k%U%#%k%?(B
       $ awk -f csv2libsvm.awk < fromlibre.csv > forlibsvm.txt
    
    
  • (2) SVM
    libsvm$B$rMQ$$$F!"%/%i%9J,N`4o$r@=:n$7!";n83$r9T$&$3$H!#(B
    $B$=$l$>$l!"(BSmallSet, LargeSet$B$NN>J}$K$D$$$F9T$&$3$H!#(B
    1. easy.py$B$rMQ$$$F$h$$!#(B
    2. $B%9%1!<%j%s%0HO0O$O(B(-1, 1)$B$H$9$k!#(B
    3. $B%+!<%M%k$K$O(BRBF$B$rMQ$$$k$3$H!#(B
    4. $B%Q%i%a!<%?%A%e!<%K%s%0$K$*$$$F!"(B5-fold cross validation$B$rMQ$$$k$3$H!#(B
    5. $B%Q%i%a!<%?%A%e!<%K%s%0$K$*$$$F!"(BSoft Margin$B$N%0%j%C%I%5!<%AHO0O$O(B 2^-5 $B!A(B 2¹⁵$B!"(BRBF$B$N&C$N%0%j%C%I%5!<%AHO0O$O(B 2^-15 $B!A(B 2³ $B$H$9$k!#(B
    6. $B:n6H
    7. $B%A%e!<%K%s%07k2L$G$"$k%=%U%H%^!<%8%s!"(BRBF$B$N&C$r$=$l$>$l(B 2^x$B$N7A$G<($9$3$H!#(B
    8. $B%A%e!<%K%s%0$NMM;R$r<($9%0%j%C%I%5!<%A$KBP$9$kG'<1N(J,I[%0%i%U$r<($9$3$H!#(B
    9. $B3X=,MQ%G!<%?$KBP$9$kG'<1N($r<($9$3$H!#(B
    10. $B;n83MQ%G!<%?$KBP$9$kG'<1N($r<($9$3$H!#(B
    11. $B3X=,MQ%G!<%?!";n83MQ%G!<%?$NG'<1N($N:9$KBP$9$k9M;!$r!"%G!<%?J,I[>u67$d(BSVM$B$NFC@-$K8@5Z$7$F9T$&$3$H!#(B
    
    
  • (2-ExClass) SVM/Class
    $B0J2<$N$3$H$r9T$C$?>l9g!"2CE@$9$k!#(B
    1. $B3X=,MQ%G!<%?$KBP$9$k%/%i%9$4$H$NG'<1N($r<($9$3$H!#(B
    2. $B;n83MQ%G!<%?$KBP$9$k%/%i%9$4$H$NG'<1N($r<($9$3$H!#(B
    3. $B3X=,MQ%G!<%?!";n83MQ%G!<%?$N3F%/%i%9$NG'<1N($N:90[$KBP$9$k9M;!$r!"%G!<%?J,I[>u67$d(BSVM$B$NFC@-$K8@5Z$7$F9T$&$3$H!#(B
    
    
  • (2-ExLinear) SVM/linear
    $B0J2<$N$3$H$r9T$C$?>l9g!"2CE@$9$k!#(B
    liblinear$B$rMQ$$$F!"%/%i%9J,N`4o$r@=:n$7!";n83$r9T$&$3$H!#(B
    $B$=$l$>$l!"(BSmallSet, LargeSet$B$NN>J}$K$D$$$F9T$&$3$H!#(B
    1. $B;HMQ$7$?8m:92r@OK!$K$D$$$F@bL@$9$k$3$H!#(B
    2. $B$=$N%Q%i%a!<%?%A%e!<%K%s%0J}K!$K$D$$$F@bL@$9$k$3$H!#(B
    3. $B3X=,MQ%G!<%?$KBP$9$kG'<1N($r<($9$3$H!#(B
    4. $B;n83MQ%G!<%?$KBP$9$kG'<1N($r<($9$3$H!#(B
    5. $B3X=,MQ%G!<%?!";n83MQ%G!<%?$NG'<1N($N:9$KBP$9$k9M;!$r!"%G!<%?J,I[>u67$d(BSVM$B$NFC@-$K8@5Z$7$F9T$&$3$H!#(B
    
    
  • (3) PCA$B$K$h$k#2#DI=<((B
    R$BEy$rMQ$$$F!"(BSmallSet, LargeSet$B$NN>J}$K$D$$$F
  • $BF~NO%G!<%?$O%9%1!<%j%s%0$9$k$3$H!JAj4X9TNs$G9T$&$3$H!K!#(B
  • $B5a$a$?Bh#1!"Bh#2
  • $B5a$a$?Bh#1!"Bh#2
  • $B5a$a$?Bh#1!"Bh#2
  • R$B$H9g$o$;$?(Blinux$B>e$G$N:n6HNc$K$D$$$F$O(B2012/10/02$B$N9V5A%"!<%+%$%V;2>H!#(B
    
  • (3-Ex) PCA$B$K$h$k#2#DI=<($NJdB-(B
    $B0J2<$N$3$H$r9T$C$?>l9g!"2CE@$9$k!#(B
    1. $B>e5-(B(3)$B$G%W%m%C%H$7$?$=$l$>$l$N;6I[?^$K!"(B(2-Ex)$B$G5a$a$?<1JLLL$r<($9$3$H!#(B

Archive:  PRML2012-kameda.zip   67544 bytes   13 files
drwxrwxr-x  3.0 unx        0   GoGoCasper/libsvm/
drwxrwxr-x  3.0 unx        0   GoGoCasper/libsvm/example_on_seiseki/
-rw-rw-r--  3.0 unx     4457   GoGoCasper/libsvm/example_on_seiseki/seiseki-00.csv
-rw-rw-r--  3.0 unx    22188   GoGoCasper/libsvm/example_on_seiseki/seiseki-01.ods
-rw-rw-r--  3.0 unx     4861   GoGoCasper/libsvm/example_on_seiseki/seiseki-02.csv
-rw-rw-r--  3.0 unx     7952   GoGoCasper/libsvm/example_on_seiseki/seiseki-03.input
drwxrwxr-x  3.0 unx        0   GoGoCasper/R/
drwxrwxr-x  3.0 unx        0   GoGoCasper/R/PCA/
-rw-rw-r--  3.0 unx    15208   GoGoCasper/R/PCA/.RData
-rw-------  3.0 unx      429   GoGoCasper/R/PCA/.Rhistory
-rw-rw-r--  3.0 unx    21175   GoGoCasper/R/PCA/seiseki-chart000.png
-rw-rw-r--  3.0 unx     4457   GoGoCasper/R/PCA/seiseki.csv
-rwxr-xr-x  3.0 unx      213   scripts/csv2libsvm.awk
13 files, 80940 bytes uncompressed, 65004 bytes compressed:  19.7%