Journal of Probability and Statistics / 2019 / Article / Tab 2 / Research Article
On the Use of Min-Max Combination of Biomarkers to Maximize the Partial Area under the ROC Curve Table 2 Means and standard deviation (SD) of the partial area under the ROC curve for different combination methods based on the dataset consisted of ratings from multivariate normal distributions with unequal variance-covariance matrices (scenario#2) with 1000 simulated datasets.
AUCs Fpf range Sample Size MIN-MAX SULIU LIU LOGISTIC 0.7-0.8 0-0.1 50:50 Re-Sub 0.059 (0.011) 0.044 (0.011) 0.046 (0.010) 0.044 (0.011) LOPO 0.052 (0.013) 0.035 (0.012) 0.042 (0.010) 0.034 (0.012) 50:100 Re-Sub 0.058 (0.009) 0.044 (0.009) 0.046 (0.008) 0.042 (0.010) LOPO 0.053 (0.012) 0.036 (0.010) 0.042 (0.009) 0.033 (0.010) 100:50 Re-Sub 0.057 (0.008) 0.043 (0.009) 0.045 (0.008) 0.045 (0.009) LOPO 0.052 (0.010) 0.037 (0.009) 0.043 (0.008) 0.039 (0.009) 100:100 Re-Sub 0.057 (0.007) 0.043 (0.008) 0.044 (0.007) 0.043 (0.008) LOPO 0.053 (0.009) 0.038 (0.008) 0.042 (0.007) 0.038 (0.008) 0-0.2 50:50 Re-Sub 0.136 (0.018) 0.109 (0.019) 0.109 (0.018) 0.109 (0.019) LOPO 0.128 (0.021) 0.093 (0.021) 0.102 (0.018) 0.093 (0.021) 50:100 Re-Sub 0.135 (0.015) 0.109 (0.016) 0.109 (0.015) 0.106 (0.017) LOPO 0.129 (0.018) 0.095 (0.018) 0.103 (0.016) 0.090 (0.019) 100:50 Re-Sub 0.133 (0.014) 0.107 (0.016) 0.107 (0.015) 0.110 (0.015) LOPO 0.128 (0.016) 0.098 (0.017) 0.104 (0.015) 0.101 (0.016) 100:100 Re-Sub 0.133 (0.012) 0.106 (0.013) 0.107 (0.012) 0.107 (0.013) LOPO 0.129 (0.013) 0.099 (0.014) 0.104 (0.012) 0.099 (0.014) 0.6-0.9 0-0.1 50:50 Re-Sub 0.051 (0.010) 0.058 (0.012) 0.049 (0.011) 0.059 (0.013) LOPO 0.044 (0.012) 0.048 (0.014) 0.045 (0.012) 0.045 (0.014) 50:100 Re-Sub 0.050 (0.008) 0.059 (0.012) 0.049 (0.010) 0.056 (0.013) LOPO 0.044 (0.010) 0.049 (0.013) 0.046 (0.010) 0.045 (0.013) 100:50 Re-Sub 0.049 (0.008) 0.057 (0.010) 0.048 (0.009) 0.059 (0.010) LOPO 0.044 (0.009) 0.051 (0.011) 0.046 (0.009) 0.051 (0.010) 100:100 Re-Sub 0.049 (0.007) 0.057 (0.009) 0.048 (0.008) 0.056 (0.009) LOPO 0.044 (0.008) 0.051 (0.010) 0.046 (0.008) 0.049 (0.010) 0-0.2 50:50 Re-Sub 0.118 (0.017) 0.143 (0.018) 0.114 (0.020) 0.143 (0.019) LOPO 0.108 (0.020) 0.128 (0.021) 0.108 (0.021) 0.124 (0.021) 50:100 Re-Sub 0.117 (0.014) 0.143 (0.017) 0.115 (0.018) 0.141 (0.018) LOPO 0.109 (0.016) 0.129 (0.020) 0.109 (0.019) 0.124 (0.020) 100:50 Re-Sub 0.116 (0.014) 0.141 (0.016) 0.113 (0.016) 0.143 (0.015) LOPO 0.109 (0.016) 0.133 (0.017) 0.110 (0.017) 0.132 (0.016) 100:100 Re-Sub 0.115 (0.012) 0.140 (0.013) 0.113 (0.014) 0.140 (0.013) LOPO 0.109 (0.013) 0.133 (0.014) 0.110 (0.014) 0.131 (0.014)