Table 3.
Median continuous ranked probability score (CRPS) for the different algorithms using the Euclid selection for the weighted spectroscopic and L15 samples.
Spec. sample | L15 sample | |
---|---|---|
Le Phare | 0.057 | 0.056 |
CPz | 0.087 | 0.091 |
Phosphoros | 0.082 | 0.083 |
EAzY | 0.050 | 0.048 |
METAPHOR | 0.036 | 0.034 |
ANNz | 0.115 | 0.124 |
GPz | 0.116 | 0.113 |
GBRT | 0.166 | 0.165 |
RF | 0.107 | 0.119 |
Adaboost | 0.078 | 0.090 |
DNF | 0.076 | 0.072 |
frankenz | 0.071 | 0.072 |
NNPZ | 0.084 | 0.081 |
Bias (0.06 − 0.18) | 0.040–0.160 | – |
Scatter (0.15 − 0.7) | 0.036–0.164 | – |
Notes. The last two rows present the CRPSs provided for sources in two cases: with infinitely precise Dirac PDZs but with a bias in range 0.06 − 0.18; and with absolutely accurate (bias = 0) Gaussian PDZs with a scatter in range 0.15 − 0.7.
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