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Table 4 Averaged AUC values (%) of projection method and GHI kernel using leukemia data

From: Optimal projection method determination by Logdet Divergence and perturbed von-Neumann Divergence

Parameters

Projection method(q=1)

GHI(q=1)

Projection method(q=2)

GHI(q=2)

α=1,β=1

93.68  ± 0.62

93.68  ± 0.62

95.90  ± 0.84

95.90  ± 0.84

α=1,β=2

93.75  ± 0.59

87.00  ± 4.10

95.85  ± 0.41

94.93  ± 0.81

α=1,β=3

93.34  ± 0.91

86.94  ± 3.37

95.41  ± 0.64

94.53  ± 0.89

α=2,β=2

93.33  ± 0.74

93.32  ± 0.74

95.61  ± 0.46

95.61  ± 0.46

α=2,β=3

93.31  ± 0.47

93.51  ± 0.46

95.17  ± 0.69

95.66  ± 0.85

α=3,β=3

93.54  ± 0.66

93.54  ± 0.66

95.77  ± 0.40

95.77  ± 0.40

Parameters

Projection method(q=3)

GHI(q=3)

Projection method(q=4)

GHI(q=4)

α=1,β=1

95.07  ± 0.64

95.08  ± 0.65

93.51  ± 0.54

93.54  ± 0.54

α=1,β=2

95.13  ± 0.46

95.10  ± 0.471

93.86  ± 0.77

93.88  ± 0.77

α=1,β=3

94.83  ± 0.41

94.77  ± 0.42

94.13  ± 0.52

94.15  ± 0.52

α=2,β=2

95.13  ± 0.53

95.13  ± 0.53

94.05  ± 0.49

94.06  ± 0.49

α=2,β=3

94.84  ± 0.67

94.85  ± 0.67

93.81  ± 0.69

93.82  ± 0.69

α=3,β=3

94.77  ± 0.61

94.77  ± 0.61

93.98  ± 0.36

93.99  ± 0.36

Parameters

Projection method(q=5)

GHI(q=5)

Projection method(q=6)

GHI(q=6)

α=1,β=1

93.40  ± 0.58

93.44  ± 0.58

93.23  ± 0.26

93.38  ± 0.26

α=1,β=2

93.12  ± 0.70

93.16  ± 0.70

93.07  ± 0.75

93.21  ± 0.74

α=1,β=3

93.20  ± 0.27

93.25  ± 0.28

93.05  ± 0.63

93.18  ± 0.63

α=2,β=2

93.61  ± 0.73

93.64  ± 0.74

93.21  ± 0.48

93.35  ± 0.48

α=2,β=3

93.78  ± 0.56

93.83  ± 0.56

93.26  ± 0.70

93.41  ± 0.72

α=3,β=3

93.71  ± 0.72

93.75  ± 0.73

93.38  ± 0.65

93.51  ± 0.67

Parameters

Projection method(q=7)

GHI(q=7)

Projection method(q=8)

GHI(q=8)

α=1,β=1

92.15  ± 0.68

92.37  ± 0.67

90.10  ± 0.71

90.36  ± 0.70

α=1,β=2

92.33  ± 0.57

92.53  ± 0.59

90.68  ± 1.14

90.92  ± 1.13

α=1,β=3

92.11  ± 0.86

92.31  ± 0.86

90.72  ± 0.73

90.96  ± 0.73

α=2,β=2

92.01  ± 0.50

92.23  ± 0.50

90.67  ± 1.06

90.93  ± 1.04

α=2,β=3

92.06  ± 0.45

92.27  ± 0.43

90.31  ± 0.90

90.53  ± 0.89

α=3,β=3

92.28  ± 0.71

92.48  ± 0.73

90.66  ± 0.65

90.92  ± 0.67

Parameters

Projection method(q=9)

GHI(q=9)

  

α=1,β=1

88.92  ± 0.59

89.20  ± 0.62

  

α=1,β=2

89.61  ± 0.62

89.86  ± 0.63

  

α=1,β=3

89.33  ± 0.68

89.60  ± 0.67

  

α=2,β=2

89.54  ± 0.96

89.80  ± 0.96

  

α=2,β=3

88.57  ± 0.67

88.82  ± 0.68

  

α=3,β=3

88.56  ± 0.63

88.84  ± 0.63

  
  1. Bold face represents best performance for leukemia data in the compared two methods: Projection method and GHI Kernel method, and no marks are made if two methods show comparable performance