Open Access
Table 1
Optimal set of features and associated importance for the classifier separating pulsar-like and blazar-like γ-ray sources.
| Feature | Importance | Description |
|---|---|---|
| SigCombined | 0.276 | 3 log LP_SigCurv(a) − log Variability_Index(a) |
| ModSigCurv | 0.176 | 3 log LP_SigCurv(a) − 2 log Signif_Avg(a) |
| LP_beta(a) | 0.128 | |
| LP_SigCurv(a) | 0.109 | |
| K24 | 0.079 |  |
| Frac_Variability(a) | 0.051 | |
| HR34 | 0.038 |  |
| SymLat | 0.033 | Symmetric Galactic latitude, i.e., |b| |
| EFluxErr | 0.032 | log Unc_Energy_Flux100(a) − 0.4 log Energy_Flux100(a) |
| Variability_Index(a) | 0.031 | |
| HR 4 5 | 0.024 |  |
| PL_Index(a) | 0.021 |
Notes. See Appendix A for the reasoning behind the definition of the compound features. (a)Catalog column (see Abdollahi et al. 2022).
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