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Table 3 Comparison with standard feature selection methods

From: Gene expression data classification using topology and machine learning models

Dataset

Variance threshold

Select K-best

PCA

UMAP

Topo-relevant gene

Human dengue

92.26

93.41

74.21

85.39

97.84

Human bone marrow

95.37

92.25

76.50

100.00

99.72

Human bowel disease

61.62

61.69

61.62

61.63

96.63

  1. The bold values indicate highest accuracy obtained for the feature selection methods