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Table 4 Recognition rate (percent) for biopsy image data from different one-class classifier ensembles

From: One-class kernel subspace ensemble for medical image classification

Image class

PCA

MoG

KMeans

SVDD

Parzen

KPCA

Normal

85.17

82.12

80.12

85.56

84.54

92.70

In situ

87.33

84.67

83.46

87.22

81.26

93.78

Invasive

82.56

81.88

79.65

84.67

83.23

90.35

  1. The kernel widths for KPCA and SVDD were set to σ = 4. The number of principal components for KPCA and PCA were set to n = 40.