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Table 4.
Metrics for the unperturbed simulation.
CSMR | CCR | DLNN | nnpz | |||||||||
---|---|---|---|---|---|---|---|---|---|---|---|---|
NMAD | fout | bias | NMAD | fout | bias | NMAD | fout | bias | NMAD | fout | bias | |
z | 0.005 | 0.1% | < 10−3 | 0.002 | 0.0% | < 10−3 | 0.017 | 1.4% | 0.002 | 0.001 | 0.1% | < 10−3 |
M⋆ | 0.032 | 0.1% | < 10−3 | 0.022 | 0.1% | < 10−3 | 0.083 | 1.5% | < 10−3 | 0.019 | 0.1% | < 10−3 |
SFR | 0.178 | 0.2% | 0.005 | 0.168 | 0.2% | < 10−3 | 0.275 | 1.5% | 0.004 | 0.132 | 0.2% | < 10−3 |
Notes. Here, the methods try to find the mapping between the true labels and the noise-free features. As such, these should be intended as the absolute lower limits for each parameter. M⋆ refers to log10(M⋆/M⊙), SFR to log10 (SFR/M⊙ yr−1).
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