Table 2
Performance summary for the classifications of cases A and B estimated on the test samples.
| Classifications | BDT classifier | MLP classifier | Combination | ||||||
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| ζ ⋆ | TP rate ( %) | FP rate ( %) | ζ ⋆ | TP rate ( %) | FP rate ( %) | TP rate ( %) | FP rate ( %) | ||
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| Case A | Blazars against pulsars | 0.408 | 96.4 | 12.2 | 0.419 | 97.5 | 12.2 | 95.6 | 7.3 |
| Blazars against galactic | 0.320 | 90.9 | 12.7 | 0.611 | 88.7 | 9.1 | 87.1 | 9.1 | |
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| Case B | BL Lac against FSRQ | 0.076 | 84.9 | 9.6 | 0.503 | 85.9 | 11.1 | 83.9 | 8.9 |
| FSRQ against BL Lac | −0.007 | 85.2 | 13.0 | 0.438 | 87.4 | 12.0 | 84.4 | 10.9 | |
Notes. For each of them we indicate the cutoff value ζ⋆, the true positive (TP) rate and the false positive (FP) rate for the BDT and the MLP classifiers. The true positive rate and the false positive rate are also given when the decisions of the BDT and the MLP classifiers are combined together.
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