|
Feature
|
Classifier
|
SN
|
SP
|
ACC
|
MCC
|
|---|
|
Binary
|
SVM (Threshold = −0.7)
|
77.02 ± 0.72
|
83.17 ± 0.27
|
82.62 ± 0.28
|
0.42 ± 0.01
|
|
SVM (Threshold = −0.5)
|
54.76 ± 1.34
|
95.81 ± 0.14
|
92.08 ± 0.18
|
0.51 ± 0.01
|
|
BayesNet
|
41.76 ± 0.81
|
88.94 ± 0.49
|
84.65 ± 0.40
|
0.26 ± 0.01
|
|
ComplementNaiveBayes
|
75.82 ± 1.74
|
77.14 ± 0.35
|
77.01 ± 0.23
|
0.34 ± 0.01
|
|
NaiveBayes
|
52.20 ± 1.50
|
91.18 ± 0.17
|
87.64 ± 0.20
|
0.37 ± 0.01
|
|
NaiveBayesMultinomial
|
59.25 ± 1.06
|
88.51 ± 0.19
|
85.85 ± 0.19
|
0.38 ± 0.01
|
|
IBk
|
40.02 ± 1.24
|
96.31 ± 0.20
|
91.19 ± 0.21
|
0.41 ± 0.01
|
| |
RandomForest
|
52.93 ± 1.09
|
80.03 ± 0.71
|
77.56 ± 0.65
|
0.23 ± 0.01
|
|
PSSM
|
SVM (Threshold = −0.7)
|
90.20 ± 1.04
|
92.61 ± 0.18
|
92.40 ± 0.13
|
0.67 ± 0.00
|
|
SVM (Threshold = −0.1)
|
79.76 ± 0.92
|
98.62 ± 0.13
|
96.91 ± 0.11
|
0.81 ± 0.01
|
|
BayesNet
|
77.66 ± 0.83
|
77.71 ± 0.35
|
77.70 ± 0.30
|
0.36 ± 0.01
|
|
ComplementNaiveBayes
|
76.28 ± 1.46
|
89.09 ± 0.54
|
87.93 ± 0.45
|
0.50 ± 0.01
|
|
NaiveBayes
|
79.40 ± 0.76
|
80.36 ± 0.35
|
80.28 ± 0.27
|
0.40 ± 0.00
|
|
NaiveBayesMultinomial
|
43.96 ± 0.67
|
98.16 ± 0.08
|
93.25 ± 0.07
|
0.52 ± 0.01
|
|
IBk
|
76.10 ± 0.82
|
98.80 ± 0.06
|
96.74 ± 0.08
|
0.79 ± 0.01
|
| |
RandomForest
|
62.27 ± 1.76
|
98.02 ± 0.12
|
94.78 ± 0.20
|
0.66 ± 0.01
|
- *Bold value indicates highest performance with balanced sensitivity and specificity.
- **Italic value indicates performance with highest MCC.
- The values of standard errors are also given with performances.
