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demo.out
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demo.out
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Training PA-I model...
#1 SV:49.00(490) AER:17.90
#2 SV:45.35(907) AER:16.20
#3 SV:44.23(1327) AER:15.63
#4 SV:44.20(1768) AER:15.53
#5 SV:43.62(2181) AER:15.20
#6 SV:43.17(2590) AER:15.25
#7 SV:43.69(3058) AER:15.34
#8 SV:43.49(3479) AER:15.17
#9 SV:43.52(3917) AER:15.46
#10 SV:43.24(4324) AER:15.35
Done!
Number of support vectors last solution:4324
Number of support vectors averaged solution:4324
Testing last solution...Done!
15.18% of errors on the test set.
Testing averaged solution...Done!
10.00% of errors on the test set.
Training Perceptron model...
#1 SV:24.00(240) AER:24.00
#2 SV:22.40(448) AER:22.40
#3 SV:22.07(662) AER:22.07
#4 SV:21.93(877) AER:21.93
#5 SV:21.72(1086) AER:21.72
#6 SV:21.43(1286) AER:21.43
#7 SV:21.77(1524) AER:21.77
#8 SV:21.50(1720) AER:21.50
#9 SV:21.72(1955) AER:21.72
#10 SV:21.56(2156) AER:21.56
Done!
Number of support vectors last solution:2156
Number of support vectors averaged solution:2156
Testing last solution...Done!
27.44% of errors on the test set.
Testing averaged solution...Done!
10.11% of errors on the test set.
Training Projectron model...
#1 SV: 6.70(67) proj:17.90 AER:24.60
#2 SV: 4.00(80) proj:18.60 AER:22.60
#3 SV: 2.80(84) proj:19.13 AER:21.93
#4 SV: 2.23(89) proj:19.68 AER:21.90
#5 SV: 1.92(96) proj:19.58 AER:21.50
#6 SV: 1.60(96) proj:19.85 AER:21.45
#7 SV: 1.39(97) proj:20.17 AER:21.56
#8 SV: 1.26(101) proj:20.20 AER:21.46
#9 SV: 1.16(104) proj:20.44 AER:21.60
#10 SV: 1.06(106) proj:20.32 AER:21.38
Done!
Number of support vectors last solution:106
Number of support vectors averaged solution:106
Testing last solution...Done!
37.16% of errors on the test set.
Testing averaged solution...Done!
9.96% of errors on the test set.
Training Projectron++ model...
#1 SV: 6.50(65) proj:13.60 AER:20.10
#2 SV: 4.00(80) proj:13.75 AER:17.75
#3 SV: 2.93(88) proj:13.93 AER:16.87
#4 SV: 2.30(92) proj:14.17 AER:16.48
#5 SV: 1.96(98) proj:14.08 AER:16.04
#6 SV: 1.63(98) proj:14.33 AER:15.97
#7 SV: 1.41(99) proj:14.57 AER:15.99
#8 SV: 1.27(102) proj:14.54 AER:15.81
#9 SV: 1.17(105) proj:14.88 AER:16.04
#10 SV: 1.08(108) proj:14.82 AER:15.90
Done!
Number of support vectors last solution:108
Number of support vectors averaged solution:108
Testing last solution...Done!
15.78% of errors on the test set.
Testing averaged solution...Done!
10.03% of errors on the test set.
Training RBP...
#1 SV:10.60(106) AER:26.10
#2 SV: 5.30(106) AER:25.35
#3 SV: 3.53(106) AER:24.70
#4 SV: 2.65(106) AER:24.62
#5 SV: 2.12(106) AER:24.28
#6 SV: 1.77(106) AER:23.90
#7 SV: 1.51(106) AER:23.97
#8 SV: 1.32(106) AER:24.20
#9 SV: 1.18(106) AER:24.29
#10 SV: 1.06(106) AER:24.09
Done!
Number of support vectors last solution:106
Testing last solution...Done!
29.39% of errors on the test set.
Training Forgetron (self-tuned)...
#1 SV:10.60(106) AER:26.00
#2 SV: 5.30(106) AER:23.80
#3 SV: 3.53(106) AER:23.90
#4 SV: 2.65(106) AER:24.20
#5 SV: 2.12(106) AER:23.88
#6 SV: 1.77(106) AER:23.53
#7 SV: 1.51(106) AER:23.70
#8 SV: 1.32(106) AER:23.61
#9 SV: 1.18(106) AER:23.76
#10 SV: 1.06(106) AER:23.63
Done!
Number of support vectors last solution:106
Testing last solution...Done!
25.34% of errors on the test set.
Training OISVM...
#1 SV: 9.90(99) AER:14.80
#2 SV: 5.65(113) AER:12.40
#3 SV: 4.00(120) AER:11.53
#4 SV: 3.15(126) AER:11.35
#5 SV: 2.58(129) AER:11.04
#6 SV: 2.22(133) AER:11.00
#7 SV: 1.99(139) AER:11.16
#8 SV: 1.76(141) AER:10.99
#9 SV: 1.58(142) AER:11.04
#10 SV: 1.44(144) AER:10.93
Done!
Number of support vectors last solution:144
Testing last solution...Done!
10.01% of errors on the test set.
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