Fault Detection on TEP
96.6F1 ScoreThreshold
Evaluation Results
| Method | Links | |
|---|---|---|
| ThresholdBandwidth budget=60%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 96.6 | |
| ThresholdBandwidth budget=70%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 96.6 | |
| ThresholdBandwidth budget=90%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 96.6 | |
| PCA-TriageBandwidth budget=60%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 96.3 | |
| PCA-TriageBandwidth budget=70%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 96.3 | |
| PCA-TriageBandwidth budget=90%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 96.3 | |
| PCA-TriageBandwidth budget=50%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 96.1 | |
| VarianceBandwidth budget=70%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 96.1 | |
| VarianceBandwidth budget=90%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 96.1 | |
| PCA-TriageBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 96.1 | |
| VarianceBandwidth budget=60%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 95.9 | |
| ThresholdBandwidth budget=50%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 95.8 | |
| ThresholdBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 95.8 | |
| UniformBandwidth budget=90%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 95 | |
| VarianceBandwidth budget=50%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 94.8 | |
| VarianceBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 94.8 | |
| PCA-TriageBandwidth budget=40%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 94.3 | |
| ThresholdBandwidth budget=40%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 93.5 | |
| UniformBandwidth budget=70%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 93.3 | |
| VarianceBandwidth budget=40%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 92.7 | |
| UniformBandwidth budget=60%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 92.7 | |
| PCA-TriageBandwidth budget=30%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 92.4 | |
| UniformBandwidth budget=50%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 92.4 | |
| Random DropoutBandwidth budget=90%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 92.4 | |
| UniformBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 92.4 | |
| UniformBandwidth budget=10%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 92 | |
| ThresholdBandwidth budget=30%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 92 | |
| UniformBandwidth budget=40%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 91.9 | |
| UniformBandwidth budget=20%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 91.8 | |
| UniformBandwidth budget=30%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 91.8 | |
| ThresholdBandwidth budget=20%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 91.7 | |
| VarianceBandwidth budget=30%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 91.7 | |
| PCA-TriageBandwidth budget=20%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 91.5 | |
| ThresholdBandwidth budget=10%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 91.4 | |
| Mutual InfoBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 91.4 | |
| VarianceBandwidth budget=20%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 91.2 | |
| VarianceBandwidth budget=10%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 90.9 | |
| PCA-TriageBandwidth budget=10%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 90.8 | |
| Random DropoutBandwidth budget=70%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 86.3 | |
| Random DropoutBandwidth budget=60%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 82 | |
| Random DropoutBandwidth budget=50%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 78.8 | |
| Random DropoutBandwidth=50%, Classifier=RF n=100, Interpolation method=Forward-fill, Tuning protocol=No per-dataset tuning, Number of seeds=52026.04 | 78.8 | |
| Random DropoutBandwidth budget=40%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 73.2 | |
| Random DropoutBandwidth budget=30%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 67.5 | |
| Random DropoutBandwidth budget=20%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 59.1 | |
| Random DropoutBandwidth budget=10%, Scoring=Base PCA, Averaging=3-seed mean2026.04 | 46 |