Table 5
Results for SVM classification.
Flat prior | ||
Absolute | ||
bhb | other | |
BHB | 988 | 255 |
OTHER | 305 | 913 |
Percent | ||
bhb | other | |
BHB | 79.5% | 20.5% |
OTHER | 25.0% | 75.0% |
Completeness | Contamination | |
BHB | 0.795 | 0.396 |
|
||
Simple prior | ||
Absolute | ||
bhb | other | |
BHB | 836 | 407 |
OTHER | 188 | 1030 |
Percent | ||
BHB | 67.3% | 32.7% |
OTHER | 15.4% | 84.6% |
Completeness | Contamination | |
BHB | 0.673 | 0.323 |
|
||
With 2d prior | ||
Absolute | ||
bhb | other | |
BHB | 912 | 331 |
OTHER | 187 | 1031 |
Percent | ||
BHB | 73.4% | 26.6% |
OTHER | 15.4% | 84.6% |
Completeness | Contamination | |
BHB | 0.73 | 0.303 |
Notes. Top section: confusion matrix showing results of an SVM classification without priors and with a threshold of P(BHB) > 0.5, also the completeness and contamination in the output BHB sample, corrected for the expected class imbalance. Middle section: the same quantities obtained applying the simple prior probability for all sources. Bottom section: the confusion matrix and completeness and contamination found when applying the prior as a function of g and latitude.
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