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Table B.1.

Accuracy scores (as defined in Sect. 3.3) for the three target galaxy properties (Σ, Z, and t) inferred using the four Euclid surface brightnesses for the training and test sets with the RF ML algorithm.

Train Test Diff. (%)
Target R2
Σ / (M pc−2) 0.937 0.927 1
Z 0.606 0.592 2.4
t / Gyr 0.419 0.382 9.7

Target RMSE

Σ / (M pc−2) 0.1219 0.1308 6.8
Z 0.0805 0.0765 5.2
t / Gyr 0.1279 0.1285 9.7

Target ρ

Σ / (M pc−2) 0.968 0.963 0.5
Z 0.778 0.771 0.9
t / Gyr 0.647 0.622 4

Notes. Left to right: targets; coefficient of determination (R2); root-mean-square error (RMSE); Pearson ρ coefficient.

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