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Auxiliary material page |
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| GSSZ04 |
Greiner et al. (2004) |
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| GZ02 |
Greiner and Zhou (2002) |
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| GD04 |
Domingos et al. (2004) |
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| FGG97 |
Friedman et al. (1997) |
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| Note:
Here x+ELR performed comparably to C4.5 and SNB |
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| Check
out the training time information for ELR with and
without tuning. |
with and without cross-tuning |
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| classification
accuracy |
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GSSZ04 |
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GZ02 |
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GD04 |
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FGG97 |
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| Data set |
GBN+ELR |
NB+ELR |
TAN+ELR |
NB+ELR |
TAN+ELR |
NB+ELR |
TAN+ELR |
C4.5 |
C4.5 |
SNB |
| australian |
86.81 |
84.93 |
84.93 |
84.93 |
85.07 |
85.12 |
82.77 |
84.90 |
85.65 |
86.67 |
| breast |
95.74 |
96.32 |
96.32 |
95.54 |
96.12 |
96.61 |
96.49 |
93.90 |
94.73 |
96.19 |
| chess |
90.06 |
95.40 |
97.19 |
95.40 |
97.09 |
94.00 |
96.25 |
99.50 |
99.53 |
94.28 |
| cleve |
82.03 |
81.36 |
81.36 |
82.33 |
81.33 |
83.40 |
78.36 |
79.40 |
73.31 |
78.06 |
| corral |
100.00 |
86.40 |
100.00 |
90.40 |
100.00 |
87.27 |
92.29 |
98.50 |
97.69 |
83.57 |
| crx |
85.69 |
86.46 |
86.15 |
84.64 |
85.07 |
84.95 |
83.97 |
86.10 |
86.22 |
85.92 |
| diabetes |
76.34 |
75.16 |
73.33 |
75.69 |
75.95 |
75.81 |
76.16 |
74.10 |
76.04 |
76.04 |
| flare |
82.63 |
82.82 |
83.10 |
82.72 |
82.35 |
81.87 |
82.20 |
82.70 |
82.55 |
83.40 |
| german |
73.70 |
74.60 |
73.50 |
74.00 |
73.60 |
75.44 |
73.91 |
72.90 |
72.20 |
73.70 |
| glass |
44.76 |
44.76 |
44.76 |
41.90 |
41.90 |
57.80 |
49.82 |
59.30 |
69.62 |
71.98 |
| glass2 |
78.75 |
81.88 |
80.00 |
77.50 |
76.25 |
80.62 |
77.51 |
76.10 |
76.67 |
79.17 |
| heart |
78.89 |
78.89 |
78.15 |
79.26 |
80.00 |
84.50 |
81.53 |
78.20 |
81.11 |
81.85 |
| hepatitis |
90.00 |
86.25 |
85.00 |
85.16 |
85.16 |
87.06 |
86.98 |
82.50 |
86.25 |
90.00 |
| iris |
92.00 |
94.00 |
92.00 |
95.33 |
95.33 |
95.15 |
92.37 |
96.00 |
94.00 |
94.00 |
| letter |
81.21 |
83.02 |
88.90 |
83.54 |
88.90 |
69.32 |
82.48 |
87.80 |
77.70 |
75.36 |
| lymphography |
78.62 |
86.21 |
84.83 |
83.45 |
79.31 |
85.30 |
82.16 |
78.40 |
77.03 |
77.72 |
| mofn-3-7-10 |
100.00 |
100.00 |
100.00 |
100.00 |
100.00 |
86.33 |
100.00 |
84.00 |
85.55 |
87.50 |
| pima |
74.25 |
75.16 |
74.38 |
75.42 |
75.69 |
74.95 |
76.16 |
74.10 |
75.13 |
74.86 |
| satimage |
79.25 |
85.40 |
88.30 |
85.50 |
88.60 |
82.70 |
85.80 |
82.30 |
83.15 |
82.05 |
| segment |
77.40 |
89.48 |
89.22 |
89.74 |
89.74 |
92.99 |
94.29 |
91.80 |
93.64 |
93.25 |
| shuttle-small |
97.88 |
99.12 |
99.22 |
99.28 |
99.38 |
99.17 |
99.48 |
99.40 |
99.17 |
99.28 |
| soybean-large |
85.54 |
90.54 |
92.86 |
92.65 |
92.65 |
90.80 |
93.37 |
91.10 |
92.00 |
92.89 |
| vehicle |
51.95 |
64.14 |
66.39 |
62.72 |
64.97 |
65.47 |
72.73 |
68.30 |
69.74 |
61.36 |
| vote |
95.86 |
95.86 |
95.40 |
96.09 |
95.40 |
96.30 |
95.13 |
94.70 |
95.63 |
94.71 |
| waveform-21 |
65.79 |
78.55 |
76.30 |
78.45 |
76.74 |
82.28 |
74.66 |
65.10 |
74.70 |
76.53 |
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