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Table 1 The feature selection result on simulation data in which 10 key biomakers are included. Mean reported based on 500 replications

From: Hellinger distance-based stable sparse feature selection for high-dimensional class-imbalanced data

    C IC
p/rRation0n1ACCROCHD ACCROCHD
A: p=100,r=01 : 14804808.432.769.93 0.100.090.00
 3 : 172024010.002.9510.00 3.790.770.04
 9 : 18649610.006.2810.00 19.641.330.42
 15 : 19006010.007.9510.00 60.360.851.77
B: p=100,r=0.4|ij|1 : 14804809.969.869.96 0.250.130.01
 3 : 172024010.009.969.99 6.670.900.14
 9 : 18649610.009.9810.00 57.643.091.14
 15 : 1900603.809.9110.00 31.013.231.85
C: p=100,r=0.92|ij|1 : 14804809.9810.0010.00 0.510.630.57
 3 : 172024010.009.849.90 1.580.590.47
 9 : 1864960.698.018.01 5.870.670.59
 15 : 1900600.006.856.85 0.000.840.71
D: p=2000,r=01 : 14804807.892.799.94 0.100.040.00
 3 : 172024010.003.2010.00 5.081.540.03
 9 : 18649610.005.8310.00 98.241.830.20
 15 : 19006010.007.3810.00 404.965.942.13
E: p=2000,r=0.4|ij|1 : 14804809.979.9110.00 0.280.180.01
 3 : 172024010.009.9110.00 13.061.060.16
 9 : 18649610.009.9510.00 293.504.300.57
 15 : 19006010.009.939.98 711.056.342.71
F: p=2000,r=0.92|ij|1 : 14804809.9510.0010.00 0.760.540.53
 3 : 172024010.009.739.72 4.050.280.25
 9 : 1864963.157.957.95 161.820.680.56
 15 : 1900601.076.626.62 107.610.690.58