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Table 8.
Summed early probabilities of matched stars with Buchholz et al. (2009).
Method | m < 14.5 & R < 11″ | m > 14.5 & R < 11″ | m < 14.5 & R > 11″ | m > 14.5 & R > 11″ |
---|---|---|---|---|
Buchholz | 141.8 | 99.6 | 33.5 | 13.0 |
MLP | 155.5 | 102.6 | 36.4 | 42.7 |
XGBoost | 144.7 | 88.5 | 28.1 | 24.5 |
Bayesian | 166.5 | 90.6 | 29.1 | 18.8 |
Notes. We use a probability of 1.0 for E1, 0.98 for E2 and 0.8 for E3 for their classes aligning at their σ definitions of the classes. Since most are E1 the precise values are not so important.
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