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Table 5 Performance of the classification methods in this work. The accuracy is reported for the binary, sequential binary, and multiclass classification models. For the sequential binary and multiclass classifiers, the labels are analogous to the number of post-impact remnants (0,1,2). For the binary classifiers, the labels correspond to whether the LR/SLR exists (1) or not (0)

From: Machine learning applied to simulations of collisions between rotating, differentiated planets

Type

Classes

Method

Accuracy

Binary (LR)

0 | 1,2

MLP

0.9879

XGB

0.9882

Binary (SLR)

0,1 | 2

MLP

0.9680

XGB

0.9731

Sequential Binary

0 | 1 | 2

MLP

0.9563

XGB

0.9616

Multiclass

0 | 1 | 2

MLP

0.9532

XGB

0.9627