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Results Log
Sravana Reddy edited this page Dec 4, 2015
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from miniClassifier.py
Results with Stratified K-Fold (non-randomized), average over 4 folds.
Chance: ~47.0270% (proportion of HI)
| Covariance | Accuracy |
|---|---|
| Tied | 46.6155 |
| Diagonal | 41.7112 |
| Full | 36.7694 |
| Spherical | 41.7471 |
from gmmClassifier.py
Results with Stratified K-Fold (non-randomized), average over 4 folds.
Chance: ~47.0270% (proportion of HI)
| Gaussians | Tied | Diagonal | Full | Spherical |
|---|---|---|---|---|
| 1 | 47.1779 | 42.4462 | 47.3096 | 42.0459 |
| 2 | 51.0738 | 45.8210 | 50.2746 | 44.2103 |
| 4 | 49.3236 | ? | 51.2053 | ? |
| 8 | 49.7261 | ? | 51.2090 | ? |
Chance: ~42.0732% (proportion of HU)
| Gaussians | Tied | Diagonal | Full | Spherical |
|---|---|---|---|---|
| 1 | 37.5627 | 31.9075 | 36.7930 | 36.9445 |
| 2 | 40.1607 | 30.8366 | 40.6198 | 40.2981 |
Results with the single split in traintestsplit
Chance: ~9.2608% (proportion of BP in test files)
| Gaussians | Tied | Full |
|---|---|---|
| 1 | 6.8237 | 6.6613 |
| 2 | 7.3111 | 7.2298 |
| 4 | 7.5548 | 8.2859 |
| 8 | 7.1487 | 9.2608 |
| 16 | 7.8798 | 11.4541 |
| 32 | 7.9610 | 11.7790 |
| 64 | 8.3672 | 15.5158 |
| 128 | 8.6109 | 17.5467 |
| 256 | 8.8546 | 16.5719 |
| 512 | 9.9650 | 17.8716 |
| 1024 | 10.8042 | 12.9163 |
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