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

Table 6. Effects of different feature selection methods on the jaffe dataset (before Spearman dimensionality reduction).

Method Accuracy(%) Precision(%) Recall(%) F1-score Runtime(s)
MI 70.16 73.19 71.05 0.73 5.29
F_filter 60.85 65.94 57.55 0.61 0.01
reliefF 45.16 59.70 43.26 0.53 50.94
SURF 78.68 76.87 78.09 0.77 21.08
SURFstar 73.64 75.14 73.38 0.74 47.09
EFS-GINI 88.37 89.01 88.50 0.89 4.81