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Table 8 Comparative results of SDPSO entropy and purity with k-means, GA, DBSCAN and hybrid PSO-GA for the five datasets

From: SDPSO: Spark Distributed PSO-based approach for feature selection and cancer disease prognosis

Datasets

Breast cancer

Colon cancer

Leukemia

Lung cancer

GE cancer

Methods

Entropy

Purity

Entropy

Purity

Entropy

Purity

Entropy

Purity

Entropy

Purity

k-means

0.32

0.74

0.24

0.79

0.12

0.86

0.15

0.89

0.34

0.69

GA

0.15

0.82

0.18

0.84

0.29

0.69

0.11

0.88

0.38

0.61

DBSCAN

0.09

0.92

0.16

0.79

0.12

0.88

0.21

0.77

0.35

0.71

Hybrid PSO-GA

0.10

0.89

0.21

0.88

0.16

0.86

0.10

0.92

0.34

0.71

SDPSO

0.06

0.97

0.25

0.85

0.13

0.91

0.08

0.95

0.30

0.73