Topics | Weak learner for boosting | TPR | FPR | Precision | Recall | F-measure | ROC Area | Time (s) |
---|---|---|---|---|---|---|---|---|
50 | C4.5 | 0.985 | 0.055 | 0.985 | 0.985 | 0.985 | 0.966 | 0.79 |
50 | RIPPER | 0.989 | 0.051 | 0.989 | 0.989 | 0.989 | 0.968 | 4.17 |
50 | Random forest | 0.993 | 0.053 | 0.993 | 0.993 | 0.993 | 0.999 | 1.31 |
50 | SVM | 0.939 | 0.355 | 0.935 | 0.939 | 0.937 | 0.792 | 12.67 |
50 | Logistic | 0.938 | 0.421 | 0.932 | 0.938 | 0.933 | 0.957 | 1.0 |
100 | C4.5 | 0.995 | 0.02 | 0.995 | 0.995 | 0.995 | 0.987 | 1.58 |
100 | RIPPER | 0.997 | 0.012 | 0.997 | 0.997 | 0.997 | 0.993 | 6.82 |
100 | Random forest | 0.994 | 0.052 | 0.994 | 0.994 | 0.994 | 0.999 | 2.32 |
100 | SVM | 0.992 | 0.069 | 0.992 | 0.992 | 0.992 | 0.961 | 10.55 |
100 | Logistic | 0.995 | 0.023 | 0.995 | 0.995 | 0.995 | 0.994 | 2.17 |
200 | C4.5 | 0.996 | 0.019 | 0.996 | 0.996 | 0.996 | 0.991 | 2.51 |
200 | RIPPER | 0.994 | 0.024 | 0.994 | 0.994 | 0.994 | 0.987 | 7.85 |
200 | Random forest | 0.995 | 0.037 | 0.995 | 0.995 | 0.995 | 0.999 | 2.87 |
200 | SVM | 0.988 | 0.098 | 0.988 | 0.988 | 0.988 | 0.945 | 10.78 |
200 | Logistic | 0.997 | 0.018 | 0.997 | 0.997 | 0.997 | 0.997 | 4.11 |