Table 5.
Method | Blind test set | New_positive | ||||||
---|---|---|---|---|---|---|---|---|
Positive | Negative | Overall | ||||||
#Correct | Accuracy | #Correct | Accuracy | F1 | Accuracy | #Correct | Accuracy | |
CPC [24] | 17 | 0.02 | 567 | 1.00 | 0.04 | 0.42 | 0 | 0.00 |
CPC2 [25] | 61 | 0.07 | 567 | 1.00 | 0.14 | 0.45 | 0 | 0.00 |
CPAT [26] | 261 | 0.32 | 567 | 1.00 | 0.48 | 0.60 | 3 | 0.60 |
MiPepid (our method) | 789 | 0.96 | 542 | 0.96 | 0.96 | 0.96 | 5 | 1.00 |
positive: the positive subset of the blind test set;
negative: the negative subset of the blind test set;
overall: the overall performance on the blind test set;
#correct: the number of correctly classified cases by a method;
accuracy: #correct divided by the total number of cases in that dataset/subset;
F1: the F1score