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Journal of Applied Mathematics
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Journal of Applied Mathematics
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2014
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Article
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Tab 5
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Research Article
An Interior Point Method for
-SVM and Application to Feature Selection in Classification
Table 5
Classification performance comparison on UCI data sets (accuaracy).
No.
UCI Data Set
-SVM
-SVM
-SVM
-SVM
Mean
Std
Mean
Std
Mean
Std
Mean
Std
1
Pima diabetes
76.99
3.47
76.73
0.85
76.73
2.94
77.12
1.52
2
Breast cancer
96.18
2.23
97.06
0.96
96.32
1.38
96.47
1.59
3
Wine (3)
97.71
3.73
98.29
1.28
93.14
2.39
97.14
2.56
4
Image (7)
88.94
1.49
91.27
1.77
86.67
4.58
91.36
1.94
5
SPECT
83.40
2.15
78.49
2.31
78.11
3.38
82.34
5.10
6
WDBC
96.11
2.11
96.46
1.31
95.58
1.15
96.46
1.31
7
Ionosphere
83.43
5.44
88.00
3.70
84.57
5.38
87.43
5.94
8
SPECTF
78.49
3.91
74.34
4.50
73.87
3.25
78.49
1.89
9
Sonar
73.66
5.29
75.61
5.82
74.15
7.98
76.10
4.35
10
Musk1
84.84
1.73
82.11
2.42
76.00
5.64
82.32
3.38
Average accuracy
85.97
85.84
83.51
86.52