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Table 3 Kappa, F1 Score, MCC, and performance of classifiers

From: Detection for melanoma skin cancer through ACCF, BPPF, and CLF techniques with machine learning approach

S. No.

Ensemble classifier

Kappa statistic

F-measure

MCC

Time taken to build model

1

Bagging with auto color correlogram filter

0.70

0.84

0.73

2.80

2

Attribute selected classifier with auto color correlogram filter

0.66

0.80

0.79

4.19

3

Bagging with binary patterns pyramid filter

0.71

0.84

0.74

1.00

4

Attribute selected classifier with binary patterns pyramid filter

0.79

0.90

0.71

17.95

5

Bagging with color layout filter

0.72

0.85

0.74

27.17

6

Attribute selected classifier with color layout filter

0.80

0.91

0.82

16.97