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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
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