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Table 10 Comparison of SHAP and ET feature selection methods in terms of their AUPRC scores

From: Feature selection strategies: a comparative analysis of SHAP-value and importance-based methods

Size

SHAP-ET

ET

p-value

Winner

3

0.7796

0.7843

0.6756

Tie

5

0.8172

0.8118

0.4243

Tie

7

0.8143

0.8137

0.9179

Tie

10

0.8175

0.8168

0.9152

Tie

15

0.8086

0.8048

0.7238

Tie