Table 5.
Metrics for the EWS, with the mixed labels approach.
| CSMR | CCR | DLNN | nnpz | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| NMAD | fout | bias | NMAD | fout | bias | NMAD | fout | bias | NMAD | fout | bias | ||
| EWS | z | 0.08 | 30% | −0.02 | 0.06 | 23% | −0.03 | 0.08 | 28% | −0.02 | 0.06 | 22% | −0.03 |
| M⋆ | 0.25 | 20% | −0.02 | 0.24 | 20% | −0.03 | 0.27 | 20% | −0.04 | 0.24 | 19% | −0.01 | |
| SFR | 0.92 | 40% | 0.20 | 0.86 | 37% | 0.15 | 0.95 | 41% | 0.06 | 0.71 | 30% | 0.13 | |
| C16 | z | 0.06 | 19% | −0.04 | 0.05 | 15% | −0.03 | 0.06 | 20% | −0.03 | 0.06 | 16% | −0.04 |
| M⋆ | 0.21 | 14% | −0.10 | 0.19 | 12% | −0.08 | 0.22 | 14% | −0.10 | 0.21 | 13% | −0.06 | |
| SFR | 0.68 | 26% | 0.09 | 0.65 | 25% | 0.10 | 0.67 | 25% | 0.05 | 0.62 | 25% | 0.18 | |
| C25 | z | 0.06 | 19% | −0.04 | 0.05 | 14% | −0.03 | 0.07 | 20% | −0.03 | 0.06 | 16% | −0.04 |
| M⋆ | 0.21 | 14% | −0.10 | 0.19 | 12% | −0.09 | 0.21 | 15% | −0.12 | 0.20 | 13% | −0.07 | |
| SFR | 0.66 | 25% | 0.08 | 0.64 | 24% | 0.11 | 0.66 | 25% | 0.08 | 0.61 | 23% | 0.16 | |
| EDF | z | 0.06 | 18% | −0.03 | 0.05 | 14% | −0.03 | 0.07 | 21% | −0.05 | 0.05 | 15% | −0.03 |
| M⋆ | 0.21 | 14% | −0.10 | 0.19 | 12% | −0.09 | 0.22 | 15% | −0.12 | 0.19 | 11% | −0.07 | |
| SFR | 0.65 | 25% | 0.08 | 0.64 | 24% | 0.11 | 0.64 | 23% | 0.06 | 0.62 | 23% | 0.13 | |
| True | z | 0.05 | 16% | 0.00 | 0.04 | 13% | −0.00 | 0.06 | 18% | −0.01 | 0.05 | 15% | −0.01 |
| M⋆ | 0.15 | 9% | −0.01 | 0.14 | 8% | −0.00 | 0.18 | 11% | −0.02 | 0.16 | 10% | 0.01 | |
| SFR | 0.41 | 9% | −0.02 | 0.38 | 8% | −0.00 | 0.44 | 12% | −0.06 | 0.43 | 11% | −0.01 | |
Notes. Leftmost column refers to the training sample, i.e., EDF means a model trained with EWS features and labels from Phosphoros results to the EDF photometry, True means a model trained with EWS features and the ground truth labels. All of those models are then tested on galaxies with features from the EWS survey and ground truth as labels. The reported metrics are the ones presented in Sect. 3.6. M⋆ refers to log10(M⋆/M⊙), SFR to log10 (SFR/M⊙ yr−1).
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