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. 2024 Jan 4;10:e1768. doi: 10.7717/peerj-cs.1768

Table 9. Improvement of EFS-GINI compared with traditional feature selection methods.

Method Accuracy Precision Recall F1-score Runtime(s)
MI 7.21% 4.27% 8.11% 6.18% 1.15
F_filter 21.95% 13.24% 21.63% 17.43% 3.29
reliefF 28.05% 21.01% 30.70% 25.85% −14.26
SURF 4.30% 2.21% 4.24% 3.22% −5.69
SURFstar 12.43% 8.68% 10.65% 9.66% −15.48