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Table 2

Comparison between different classification algorithms based on the leave-one-out test performed with the computed colors from the spectra used for the definition of Bus-DeMeo taxonomy.

Algorithm AccY JHKs (%) AccY JKs(%)
XGB 87.8 84.6
RF leaf 1 86.2 85.4
RF leaf 2 86.2 85.6
RF leaf 3 85.6 85.4
RF leaf 4 85.4 84.6
kNN 3 87.0 84.6
kNN 5 87.0 85.9
Probabilistic 80.2 80.2

Notes. The value AccY JHKs is the accuracy obtained when running the algorithm with all three colors, and AccY JKs is the accuracy when only (YJ) and (JKs) are used.

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