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Auxiliary material page |
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SVM-light
vs. ELR (for only UCI binary-class datasets) |
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svm-light |
svm-light |
svm-light |
svm-light |
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svm-light |
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svm-light |
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svm-light |
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svm-light |
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best value |
t1d2 |
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c0.5t1d2 |
c0.05t1d2 |
c0.005t1d2 |
c0.0005t1d2 |
c0.00005t1d2 |
c0.000005t1d2 |
australian |
77.1 |
2.88 |
60.15 |
6.21 |
64.93 |
14.1 |
70.29 |
9.11 |
66.38 |
11.76 |
66.38 |
13.56 |
57.97 |
15.05 |
77.1 |
2.88 |
breast |
96.62 |
1.23 |
96.62 |
1.23 |
93.53 |
2.23 |
93.97 |
1.21 |
94.41 |
2.36 |
96.47 |
1.42 |
96.62 |
1.23 |
96.32 |
1.56 |
chess |
98.97 |
0 |
95.97 |
0 |
98.97 |
0 |
97.65 |
0 |
94.47 |
0 |
91.09 |
0 |
54.78 |
0 |
53.19 |
0 |
cleve |
80.34 |
3.08 |
65.42 |
6.06 |
73.9 |
3.08 |
72.54 |
4.39 |
72.88 |
2.68 |
79.32 |
4.7 |
78.98 |
3.08 |
80.34 |
3.08 |
corral |
100 |
0 |
99.2 |
1.79 |
100 |
0 |
96.8 |
5.22 |
84.8 |
7.16 |
56.8 |
10.35 |
56.8 |
10.35 |
56.8 |
10.35 |
crx |
70.31 |
6.43 |
57.54 |
5.53 |
70.31 |
6.43 |
70.15 |
8.34 |
68.61 |
10.17 |
68.77 |
10.51 |
64 |
15.34 |
60.77 |
15.94 |
diabetes |
76.34 |
3.5 |
75.69 |
2.9 |
68.89 |
5.48 |
69.28 |
5.77 |
71.89 |
6.96 |
75.16 |
4.05 |
76.34 |
3.5 |
75.86 |
3.97 |
flare |
82.91 |
3.13 |
82.91 |
3.13 |
82.63 |
3.02 |
82.06 |
3.81 |
82.82 |
3.4 |
82.91 |
3.13 |
82.91 |
3.13 |
82.91 |
3.13 |
german |
68.7 |
5.75 |
68.7 |
5.75 |
66.1 |
2.41 |
66.2 |
1.75 |
65.6 |
2.99 |
66.3 |
0.97 |
66.5 |
1.12 |
66.4 |
2.16 |
glass2 |
79.37 |
8.45 |
53.75 |
11.35 |
73.75 |
5.68 |
79.37 |
8.45 |
74.38 |
11.35 |
71.88 |
12.3 |
66.25 |
10.69 |
62.5 |
11.89 |
heart |
83.33 |
3.21 |
64.82 |
7.75 |
76.67 |
2.11 |
76.67 |
2.81 |
77.04 |
3.61 |
79.63 |
4.54 |
80.81 |
5.02 |
83.33 |
3.21 |
hepatitis |
86.25 |
5.23 |
83.75 |
7.13 |
86.25 |
5.23 |
86.25 |
5.23 |
86.25 |
5.23 |
86.25 |
5.23 |
86.25 |
5.23 |
83.75 |
3.42 |
mofn-3-7-10 |
100 |
0 |
100 |
0 |
100 |
0 |
100 |
0 |
77.34 |
0 |
77.34 |
0 |
77.34 |
0 |
77.34 |
0 |
pima |
75.95 |
2.03 |
74.9 |
3.08 |
70.2 |
4.2 |
70.59 |
4.03 |
70.33 |
5.12 |
75.68 |
2.97 |
75.95 |
2.03 |
74.77 |
2.67 |
vote |
95.17 |
1.5 |
95.17 |
1.5 |
92.87 |
1.71 |
93.1 |
1.15 |
95.4 |
1.41 |
93.79 |
3.31 |
61.38 |
8.32 |
61.38 |
8.32 |
average |
84.757 |
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78.306 |
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81.267 |
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81.661 |
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78.84 |
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77.85 |
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72.192 |
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72.851 |
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NB+ELR>SVM-light(best
average) |
p< |
0.02264 |
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TAN+ELR>SVM-light(best
average) |
p< |
0.00362 |
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GBN+ELR>SVM-light(best
average) |
p< |
0.0078 |
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best average: c=0.05
+ poly 2 (t=1 d=2) |
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svm-light |
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NB+ELR |
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TAN+ELR |
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GBN+ELR |
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best value (cXt1d2) |
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australian |
84.93 |
1.06 |
84.93 |
1.03 |
86.81 |
1.11 |
77.1 |
2.88 |
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breast |
96.32 |
0.66 |
96.32 |
0.7 |
95.74 |
0.43 |
96.62 |
1.23 |
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chess |
95.4 |
0.64 |
97.19 |
0.51 |
90.06 |
0.92 |
98.97 |
0 |
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cleve |
81.36 |
2.46 |
81.36 |
1.78 |
82.03 |
1.83 |
80.34 |
3.08 |
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corral |
86.4 |
3.25 |
100 |
0 |
100 |
0 |
100 |
0 |
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crx |
86.46 |
1.85 |
86.15 |
1.7 |
85.69 |
1.3 |
70.31 |
6.43 |
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diabetes |
75.16 |
1.39 |
73.33 |
1.97 |
76.34 |
1.3 |
76.34 |
3.5 |
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flare |
82.82 |
1.35 |
83.1 |
1.29 |
82.63 |
1.28 |
82.91 |
3.13 |
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german |
74.6 |
0.58 |
73.5 |
0.84 |
73.7 |
0.68 |
68.7 |
5.75 |
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glass2 |
81.88 |
3.62 |
80 |
3.9 |
78.75 |
3.34 |
79.37 |
8.45 |
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heart |
78.52 |
3.44 |
78.15 |
3.86 |
78.89 |
4.17 |
83.33 |
3.21 |
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hepatitis |
86.25 |
5.38 |
85 |
5.08 |
90 |
4.24 |
86.25 |
5.23 |
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mofn-3-7-10 |
100 |
0 |
100 |
0 |
100 |
0 |
100 |
0 |
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pima |
75.16 |
2.48 |
74.38 |
2.58 |
74.25 |
2.53 |
75.95 |
2.03 |
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vote |
95.86 |
0.78 |
95.4 |
0.63 |
95.86 |
0.78 |
95.17 |
1.5 |
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average |
85.408 |
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85.921 |
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86.05 |
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84.757 |
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NB+ELR>SVM-light
(best value) |
p< |
0.35082 |
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TAN+ELR>SVM-light
(best value) |
p< |
0.19453 |
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GBN+ELR>SVM-light
(best value) |
p< |
0.1964 |
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best value: the c
value for best accuracy + poly 2 |
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-c float - C: trade-off between
training error |
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and margin (default [avg. x*x]^-1) |
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-t int - type of
kernel function: |
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0: linear (default) |
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1: polynomial (s a*b+c)^d |
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2: radial basis function exp(-gamma ||a-b||^2) |
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-d int - parameter d
in polynomial kernel |
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