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Table 5 Results of clustering quality on the Caltech101 dataset (ARI Score)

From: Big data fuzzy C-means algorithm based on bee colony optimization using an Apache Hbase

Algorithm

class1

class2

class3

class4

class5

class6

class7

Overall

PCM

0.63

0.61

0.72

0.73

0.70

0.62

0.71

0.71

wPCM

0.67

0.70

0.75

0.79

0.77

0.77

0.77

0.76

HOPCM-15

0.89

0.85

0.92

0.89

0.87

0.91

0.81

0.89

HOPCM

0.89

0.87

0.93

0.90

0.89

0.92

0.87

0.90

Proposed method

0.94

0.92

0.94

0.93

0.91

0.94

0.93

0.92