Classification performance (averaged over multiple runs) on test data for KNN, ANN, and GBT classifiers
Accuracy . | KNN-PCA . | ANN-PCA . | GBT using all features . |
---|---|---|---|
Overall | 81.2% (2.35%) | 83.3% (1.08%) | 93.5% (0.97%) |
Leaks | 85.2% (2.69%) | 89.5% (1.24%) | 96.5% (0.98%) |
No-Leaks | 62.4% (3.36%) | 65.7% (2.76%) | 79.4% (1.16%) |
False Positive Rate | 37.6% (2.97%) | 34.3% (2.54%) | 20.6% (1.68%) |
Accuracy . | KNN-PCA . | ANN-PCA . | GBT using all features . |
---|---|---|---|
Overall | 81.2% (2.35%) | 83.3% (1.08%) | 93.5% (0.97%) |
Leaks | 85.2% (2.69%) | 89.5% (1.24%) | 96.5% (0.98%) |
No-Leaks | 62.4% (3.36%) | 65.7% (2.76%) | 79.4% (1.16%) |
False Positive Rate | 37.6% (2.97%) | 34.3% (2.54%) | 20.6% (1.68%) |