Computational and Mathematical Methods in Medicine / 2021 / Article / Tab 3 / Research Article
Regularized Weighted Nonparametric Likelihood Approach for High-Dimension Sparse Subdistribution Hazards Model for Competing Risk Data Table 3 Results of the simulation studies for proportional odds model (
) with 5 informative variables (
) for
and
scenario. Values shown are means (standard deviations) of each performance measure over 500 replicates (
: ~40% average censoring;
).No. selected variables FDR No. selected variables TPR FDR No. selected variables TPR FDR TPR FDR No. selected variables TPR ALASSO 37.233 (3.143) 0.972 (0.073) 0.006 (0.003) 32.445 (2.341) 1.000 (0.000) 0.005 (0.004) 38.113 (2.027) 0.903 (0.087) 0.006 (0.004) 33.271 (2.271) 0.996 (0.033) 0.006 (0.003) AENET 37.523 (2.881) 0.970 (0.077) 0.006 (0.005) 32.611 (2.254) 1.000 (0.000) 0.005 (0.002) 35.792 (1.745) 0.902 (0.124) 0.006 (0.003) 34.215 (2.421) 0.995 (0.041) 0.006 (0.003) SCAD 31.231 (2.779) 0.978 (0.067) 0.005 (0.004) 30.472 (2.471) 1.000 (0.000) 0.005 (0.002) 36.723 (2.717) 0.901 (0.108) 0.006 (0.005) 32.344 (2.622) 0.982 (0.031) 0.005 (0.003) SCAD-L2 32.485 (2.812) 0.979 (0.063) 0.005 (0.005) 30.285 (2.345) 0.999 (0.002) 0.005 (0.002) 36.785 (3.299) 0.903 (0.120) 0.006 (0.005) 33.426 (2.312) 0.990 (0.027) 0.006 (0.003) MCP 27.131 (3.110) 0.980 (0.061) 0.004 (0.005) 24.634 (2.331) 1.000 (0.000) 0.004 (0.002) 25.872 (1.983) 0.907 (0.124) 0.004 (0.004) 25.121 (2.107) 0.990 (0.033) 0.004 (0.003) MCP-L2 27.743 (3.103) 0.982 (0.060) 0.004 (0.005) 24.411 (2.262) 1.000 (0.000) 0.004 (0.002) 25.921 (2.146) 0.912 (0.137) 0.004 (0.004) 25.423 (1.998) 0.996 (0.024) 0.004 (0.003)