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926 lines (842 loc) · 21.7 KB
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nohup: ignoring input
complete smo
C: 0.1
k_tup: ('lin', 1)
training time: 5.387s
training set test time: 1.219s
training set accuracy: 0.903826266805
training set error rate: 0.0961737331954
test set test time: 0.523s
test set accuracy: 0.889006342495
test set error rate: 0.110993657505
complete smo
C: 0.1
k_tup: ('rbf', 1e-08)
training time: 16.127s
training set test time: 8.812s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.368s
test set accuracy: 0.867864693446
test set error rate: 0.132135306554
complete smo
C: 0.1
k_tup: ('rbf', 1e-06)
training time: 16.646s
training set test time: 8.677s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.289s
test set accuracy: 0.867864693446
test set error rate: 0.132135306554
complete smo
C: 0.1
k_tup: ('rbf', 0.0001)
training time: 16.476s
training set test time: 8.765s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.295s
test set accuracy: 0.864693446089
test set error rate: 0.135306553911
complete smo
C: 0.1
k_tup: ('rbf', 0.01)
training time: 16.810s
training set test time: 21.038s
training set accuracy: 0.961220268873
training set error rate: 0.0387797311272
test set test time: 10.251s
test set accuracy: 0.932346723044
test set error rate: 0.0676532769556
complete smo
C: 0.1
k_tup: ('rbf', 1)
training time: 16.306s
training set test time: 139.648s
training set accuracy: 0.998965873837
training set error rate: 0.00103412616339
test set test time: 62.649s
test set accuracy: 0.779069767442
test set error rate: 0.220930232558
complete smo
C: 0.1
k_tup: ('rbf', 100)
training time: 16.400s
training set test time: 133.826s
training set accuracy: 0.961737331954
training set error rate: 0.0382626680455
test set test time: 61.828s
test set accuracy: 0.0919661733615
test set error rate: 0.908033826638
complete smo
C: 0.5
k_tup: ('lin', 1)
training time: 5.340s
training set test time: 1.235s
training set accuracy: 0.903826266805
training set error rate: 0.0961737331954
test set test time: 0.545s
test set accuracy: 0.889006342495
test set error rate: 0.110993657505
complete smo
C: 0.5
k_tup: ('rbf', 1e-08)
training time: 16.566s
training set test time: 8.775s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.244s
test set accuracy: 0.867864693446
test set error rate: 0.132135306554
complete smo
C: 0.5
k_tup: ('rbf', 1e-06)
training time: 16.010s
training set test time: 8.785s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.286s
test set accuracy: 0.867864693446
test set error rate: 0.132135306554
complete smo
C: 0.5
k_tup: ('rbf', 0.0001)
training time: 15.927s
training set test time: 8.753s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.302s
test set accuracy: 0.864693446089
test set error rate: 0.135306553911
complete smo
C: 0.5
k_tup: ('rbf', 0.01)
training time: 15.982s
training set test time: 20.557s
training set accuracy: 0.959152016546
training set error rate: 0.040847983454
test set test time: 10.065s
test set accuracy: 0.928118393235
test set error rate: 0.0718816067653
complete smo
C: 0.5
k_tup: ('rbf', 1)
training time: 16.273s
training set test time: 142.207s
training set accuracy: 0.998965873837
training set error rate: 0.00103412616339
test set test time: 62.082s
test set accuracy: 0.876321353066
test set error rate: 0.123678646934
complete smo
C: 0.5
k_tup: ('rbf', 100)
training time: 16.247s
training set test time: 140.086s
training set accuracy: 0.961737331954
training set error rate: 0.0382626680455
test set test time: 62.173s
test set accuracy: 0.0919661733615
test set error rate: 0.908033826638
complete smo
C: 1
k_tup: ('lin', 1)
training time: 5.296s
training set test time: 1.210s
training set accuracy: 0.903826266805
training set error rate: 0.0961737331954
test set test time: 0.523s
test set accuracy: 0.889006342495
test set error rate: 0.110993657505
complete smo
C: 1
k_tup: ('rbf', 1e-08)
training time: 15.555s
training set test time: 8.574s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.214s
test set accuracy: 0.867864693446
test set error rate: 0.132135306554
complete smo
C: 1
k_tup: ('rbf', 1e-06)
training time: 15.844s
training set test time: 8.855s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.352s
test set accuracy: 0.867864693446
test set error rate: 0.132135306554
complete smo
C: 1
k_tup: ('rbf', 0.0001)
training time: 16.102s
training set test time: 8.862s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.361s
test set accuracy: 0.864693446089
test set error rate: 0.135306553911
complete smo
C: 1
k_tup: ('rbf', 0.01)
training time: 16.012s
training set test time: 23.621s
training set accuracy: 0.976215098242
training set error rate: 0.023784901758
test set test time: 11.577s
test set accuracy: 0.954545454545
test set error rate: 0.0454545454545
complete smo
C: 1
k_tup: ('rbf', 1)
training time: 16.401s
training set test time: 139.988s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 65.003s
test set accuracy: 0.49577167019
test set error rate: 0.50422832981
complete smo
C: 1
k_tup: ('rbf', 100)
training time: 16.442s
training set test time: 143.500s
training set accuracy: 0.961737331954
training set error rate: 0.0382626680455
test set test time: 63.418s
test set accuracy: 0.0919661733615
test set error rate: 0.908033826638
complete smo
C: 2
k_tup: ('lin', 1)
training time: 5.308s
training set test time: 1.209s
training set accuracy: 0.903826266805
training set error rate: 0.0961737331954
test set test time: 0.533s
test set accuracy: 0.889006342495
test set error rate: 0.110993657505
complete smo
C: 2
k_tup: ('rbf', 1e-08)
training time: 15.755s
training set test time: 8.920s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.173s
test set accuracy: 0.867864693446
test set error rate: 0.132135306554
complete smo
C: 2
k_tup: ('rbf', 1e-06)
training time: 15.532s
training set test time: 8.687s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.231s
test set accuracy: 0.867864693446
test set error rate: 0.132135306554
complete smo
C: 2
k_tup: ('rbf', 0.0001)
training time: 15.765s
training set test time: 8.735s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.196s
test set accuracy: 0.864693446089
test set error rate: 0.135306553911
complete smo
C: 2
k_tup: ('rbf', 0.01)
training time: 15.931s
training set test time: 23.831s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 11.420s
test set accuracy: 0.985200845666
test set error rate: 0.014799154334
complete smo
C: 2
k_tup: ('rbf', 1)
training time: 22.509s
training set test time: 142.347s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 64.353s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
complete smo
C: 2
k_tup: ('rbf', 100)
training time: 22.294s
training set test time: 146.326s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 64.167s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
complete smo
C: 5
k_tup: ('lin', 1)
training time: 5.320s
training set test time: 1.219s
training set accuracy: 0.903826266805
training set error rate: 0.0961737331954
test set test time: 0.518s
test set accuracy: 0.889006342495
test set error rate: 0.110993657505
complete smo
C: 5
k_tup: ('rbf', 1e-08)
training time: 15.838s
training set test time: 8.772s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.205s
test set accuracy: 0.867864693446
test set error rate: 0.132135306554
complete smo
C: 5
k_tup: ('rbf', 1e-06)
training time: 15.824s
training set test time: 8.739s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.203s
test set accuracy: 0.867864693446
test set error rate: 0.132135306554
complete smo
C: 5
k_tup: ('rbf', 0.0001)
training time: 15.843s
training set test time: 8.657s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.207s
test set accuracy: 0.864693446089
test set error rate: 0.135306553911
complete smo
C: 5
k_tup: ('rbf', 0.01)
training time: 16.034s
training set test time: 23.608s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 11.451s
test set accuracy: 0.985200845666
test set error rate: 0.014799154334
complete smo
C: 5
k_tup: ('rbf', 1)
training time: 22.624s
training set test time: 142.753s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 64.333s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
complete smo
C: 5
k_tup: ('rbf', 100)
training time: 22.359s
training set test time: 146.717s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 64.092s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
complete smo
C: 10
k_tup: ('lin', 1)
training time: 5.308s
training set test time: 1.210s
training set accuracy: 0.903826266805
training set error rate: 0.0961737331954
test set test time: 0.522s
test set accuracy: 0.889006342495
test set error rate: 0.110993657505
complete smo
C: 10
k_tup: ('rbf', 1e-08)
training time: 15.705s
training set test time: 8.617s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.188s
test set accuracy: 0.867864693446
test set error rate: 0.132135306554
complete smo
C: 10
k_tup: ('rbf', 1e-06)
training time: 15.724s
training set test time: 8.643s
training set accuracy: 0.868148914168
training set error rate: 0.131851085832
test set test time: 4.198s
test set accuracy: 0.867864693446
test set error rate: 0.132135306554
complete smo
C: 10
k_tup: ('rbf', 0.0001)
training time: 15.614s
training set test time: 8.784s
training set accuracy: 0.886246122027
training set error rate: 0.113753877973
test set test time: 4.207s
test set accuracy: 0.883720930233
test set error rate: 0.116279069767
complete smo
C: 10
k_tup: ('rbf', 0.01)
training time: 15.780s
training set test time: 23.967s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 11.472s
test set accuracy: 0.985200845666
test set error rate: 0.014799154334
complete smo
C: 10
k_tup: ('rbf', 1)
training time: 22.553s
training set test time: 142.548s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 64.344s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
complete smo
C: 10
k_tup: ('rbf', 100)
training time: 22.431s
training set test time: 142.321s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 64.273s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
simple smo
C: 0.1
k_tup: ('lin', 1)
training time: 28.832s
training set test time: 3.862s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 1.625s
test set accuracy: 0.985200845666
test set error rate: 0.014799154334
simple smo
C: 0.1
k_tup: ('rbf', 1e-08)
training time: 18.091s
training set test time: 135.760s
training set accuracy: 0.103929679421
training set error rate: 0.896070320579
test set test time: 61.121s
test set accuracy: 0.101479915433
test set error rate: 0.898520084567
simple smo
C: 0.1
k_tup: ('rbf', 1e-06)
training time: 18.233s
training set test time: 136.525s
training set accuracy: 0.120475698035
training set error rate: 0.879524301965
test set test time: 61.409s
test set accuracy: 0.105708245243
test set error rate: 0.894291754757
simple smo
C: 0.1
k_tup: ('rbf', 0.0001)
training time: 18.285s
training set test time: 136.765s
training set accuracy: 0.100827300931
training set error rate: 0.899172699069
test set test time: 61.525s
test set accuracy: 0.0919661733615
test set error rate: 0.908033826638
simple smo
C: 0.1
k_tup: ('rbf', 0.01)
training time: 32.474s
training set test time: 91.534s
training set accuracy: 0.967425025853
training set error rate: 0.0325749741468
test set test time: 40.737s
test set accuracy: 0.950317124736
test set error rate: 0.0496828752643
simple smo
C: 0.1
k_tup: ('rbf', 1)
training time: 38.468s
training set test time: 141.955s
training set accuracy: 0.105480868666
training set error rate: 0.894519131334
test set test time: 64.408s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
simple smo
C: 0.1
k_tup: ('rbf', 100)
training time: 38.344s
training set test time: 141.900s
training set accuracy: 0.105480868666
training set error rate: 0.894519131334
test set test time: 64.308s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
simple smo
C: 0.5
k_tup: ('lin', 1)
training time: 27.422s
training set test time: 3.781s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 1.608s
test set accuracy: 0.985200845666
test set error rate: 0.014799154334
simple smo
C: 0.5
k_tup: ('rbf', 1e-08)
training time: 18.230s
training set test time: 140.452s
training set accuracy: 0.175284384695
training set error rate: 0.824715615305
test set test time: 61.659s
test set accuracy: 0.162790697674
test set error rate: 0.837209302326
simple smo
C: 0.5
k_tup: ('rbf', 1e-06)
training time: 18.143s
training set test time: 140.248s
training set accuracy: 0.205791106515
training set error rate: 0.794208893485
test set test time: 61.593s
test set accuracy: 0.19133192389
test set error rate: 0.80866807611
simple smo
C: 0.5
k_tup: ('rbf', 0.0001)
training time: 18.475s
training set test time: 125.514s
training set accuracy: 0.79576008273
training set error rate: 0.20423991727
test set test time: 56.500s
test set accuracy: 0.790697674419
test set error rate: 0.209302325581
simple smo
C: 0.5
k_tup: ('rbf', 0.01)
training time: 39.302s
training set test time: 57.057s
training set accuracy: 0.99379524302
training set error rate: 0.00620475698035
test set test time: 27.264s
test set accuracy: 0.984143763214
test set error rate: 0.0158562367865
simple smo
C: 0.5
k_tup: ('rbf', 1)
training time: 40.977s
training set test time: 146.167s
training set accuracy: 0.105480868666
training set error rate: 0.894519131334
test set test time: 63.713s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
simple smo
C: 0.5
k_tup: ('rbf', 100)
training time: 40.649s
training set test time: 146.516s
training set accuracy: 0.105480868666
training set error rate: 0.894519131334
test set test time: 64.137s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
simple smo
C: 1
k_tup: ('lin', 1)
training time: 28.572s
training set test time: 3.831s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 1.643s
test set accuracy: 0.985200845666
test set error rate: 0.014799154334
simple smo
C: 1
k_tup: ('rbf', 1e-08)
training time: 18.237s
training set test time: 139.522s
training set accuracy: 0.141675284385
training set error rate: 0.858324715615
test set test time: 61.551s
test set accuracy: 0.134249471459
test set error rate: 0.865750528541
simple smo
C: 1
k_tup: ('rbf', 1e-06)
training time: 18.180s
training set test time: 138.936s
training set accuracy: 0.103929679421
training set error rate: 0.896070320579
test set test time: 61.571s
test set accuracy: 0.101479915433
test set error rate: 0.898520084567
simple smo
C: 1
k_tup: ('rbf', 0.0001)
training time: 19.389s
training set test time: 94.377s
training set accuracy: 0.932264736298
training set error rate: 0.0677352637022
test set test time: 41.802s
test set accuracy: 0.93023255814
test set error rate: 0.0697674418605
simple smo
C: 1
k_tup: ('rbf', 0.01)
training time: 39.956s
training set test time: 55.396s
training set accuracy: 0.998965873837
training set error rate: 0.00103412616339
test set test time: 32.263s
test set accuracy: 0.989429175476
test set error rate: 0.0105708245243
simple smo
C: 1
k_tup: ('rbf', 1)
training time: 47.886s
training set test time: 143.414s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 91.562s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
simple smo
C: 1
k_tup: ('rbf', 100)
training time: 80.117s
training set test time: 188.945s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 108.753s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
simple smo
C: 2
k_tup: ('lin', 1)
training time: 50.656s
training set test time: 5.832s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 2.540s
test set accuracy: 0.985200845666
test set error rate: 0.014799154334
simple smo
C: 2
k_tup: ('rbf', 1e-08)
training time: 42.799s
training set test time: 193.445s
training set accuracy: 0.154601861427
training set error rate: 0.845398138573
test set test time: 95.295s
test set accuracy: 0.132135306554
test set error rate: 0.867864693446
simple smo
C: 2
k_tup: ('rbf', 1e-06)
training time: 40.462s
training set test time: 189.716s
training set accuracy: 0.234229576008
training set error rate: 0.765770423992
test set test time: 94.129s
test set accuracy: 0.22621564482
test set error rate: 0.77378435518
simple smo
C: 2
k_tup: ('rbf', 0.0001)
training time: 44.204s
training set test time: 97.716s
training set accuracy: 0.954498448811
training set error rate: 0.0455015511892
test set test time: 43.363s
test set accuracy: 0.948202959831
test set error rate: 0.0517970401691
simple smo
C: 2
k_tup: ('rbf', 0.01)
training time: 71.676s
training set test time: 80.561s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 46.278s
test set accuracy: 0.991543340381
test set error rate: 0.00845665961945
simple smo
C: 2
k_tup: ('rbf', 1)
training time: 86.768s
training set test time: 187.800s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 105.950s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
simple smo
C: 2
k_tup: ('rbf', 100)
training time: 71.363s
training set test time: 193.573s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 98.744s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
simple smo
C: 5
k_tup: ('lin', 1)
training time: 38.184s
training set test time: 6.699s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 3.280s
test set accuracy: 0.985200845666
test set error rate: 0.014799154334
simple smo
C: 5
k_tup: ('rbf', 1e-08)
training time: 39.521s
training set test time: 178.771s
training set accuracy: 0.215615305067
training set error rate: 0.784384694933
test set test time: 97.520s
test set accuracy: 0.197674418605
test set error rate: 0.802325581395
simple smo
C: 5
k_tup: ('rbf', 1e-06)
training time: 45.904s
training set test time: 186.963s
training set accuracy: 0.188210961737
training set error rate: 0.811789038263
test set test time: 98.510s
test set accuracy: 0.197674418605
test set error rate: 0.802325581395
simple smo
C: 5
k_tup: ('rbf', 0.0001)
training time: 53.696s
training set test time: 63.476s
training set accuracy: 0.971044467425
training set error rate: 0.028955532575
test set test time: 28.023s
test set accuracy: 0.970401691332
test set error rate: 0.0295983086681
simple smo
C: 5
k_tup: ('rbf', 0.01)
training time: 70.719s
training set test time: 84.933s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 41.704s
test set accuracy: 0.991543340381
test set error rate: 0.00845665961945
simple smo
C: 5
k_tup: ('rbf', 1)
training time: 85.798s
training set test time: 188.723s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 107.786s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
simple smo
C: 5
k_tup: ('rbf', 100)
training time: 80.265s
training set test time: 205.004s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 93.030s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
simple smo
C: 10
k_tup: ('lin', 1)
training time: 32.992s
training set test time: 5.567s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 2.626s
test set accuracy: 0.986257928118
test set error rate: 0.0137420718816
simple smo
C: 10
k_tup: ('rbf', 1e-08)
training time: 41.618s
training set test time: 199.727s
training set accuracy: 0.164426059979
training set error rate: 0.835573940021
test set test time: 90.087s
test set accuracy: 0.155391120507
test set error rate: 0.844608879493
simple smo
C: 10
k_tup: ('rbf', 1e-06)
training time: 41.822s
training set test time: 198.844s
training set accuracy: 0.200620475698
training set error rate: 0.799379524302
test set test time: 88.593s
test set accuracy: 0.194503171247
test set error rate: 0.805496828753
simple smo
C: 10
k_tup: ('rbf', 0.0001)
training time: 48.719s
training set test time: 45.768s
training set accuracy: 0.980351602896
training set error rate: 0.0196483971044
test set test time: 22.457s
test set accuracy: 0.972515856237
test set error rate: 0.0274841437632
simple smo
C: 10
k_tup: ('rbf', 0.01)
training time: 71.088s
training set test time: 94.285s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 41.729s
test set accuracy: 0.991543340381
test set error rate: 0.00845665961945
simple smo
C: 10
k_tup: ('rbf', 1)
training time: 73.263s
training set test time: 206.964s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 111.947s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
simple smo
C: 10
k_tup: ('rbf', 100)
training time: 74.179s
training set test time: 193.783s
training set accuracy: 1.0
training set error rate: 0.0
test set test time: 109.809s
test set accuracy: 0.0940803382664
test set error rate: 0.905919661734
total time 13114.831s