Skip to main content
. Author manuscript; available in PMC: 2025 Aug 11.
Published in final edited form as: J Mach Learn Res. 2023;24:200.

Table 2:

Linear ZiG-DAG. Average operating characteristics over 50 simulations for different sample sizes n{250,500,1000,2000} with d=50. The standard error for each statistic is given within parentheses.

Sample size, n
Method Measure 250 500 1000 2000
HC0 TPR 0.728 (0.009) 0.844 (0.009) 0.924 (0.008) 0.946 (0.007)
FDR 0.387 (0.009) 0.226 (0.009) 0.125 (0.009) 0.083 (0.009)
MCC 0.660 (0.008) 0.804 (0.009) 0.897 (0.009) 0.930 (0.008)
HC1 TPR 0.802 (0.009) 0.892 (0.007) 0.958 (0.005) 0.971 (0.004)
FDR 0.354 (0.008) 0.203 (0.008) 0.101 (0.008) 0.074 (0.007)
MCC 0.713 (0.008) 0.840 (0.007) 0.926 (0.007) 0.947 (0.005)
TS0 TPR 0.739 (0.009) 0.862 (0.009) 0.932 (0.007) 0.956 (0.006)
FDR 0.391 (0.009) 0.222 (0.009) 0.121 (0.009) 0.074 (0.008)
MCC 0.663 (0.009) 0.815 (0.008) 0.903 (0.008) 0.939 (0.007)
TS1 TPR 0.798 (0.009) 0.889 (0.008) 0.953 (0.006) 0.971 (0.004)
FDR 0.369 (0.009) 0.214 (0.009) 0.110 (0.008) 0.073 (0.007)
MCC 0.702 (0.009) 0.832 (0.008) 0.919 (0.007) 0.948 (0.005)
ODS TPR 0.418 (0.006) 0.454 (0.004) 0.474 (0.005) 0.474 (0.003)
FDR 0.710 (0.005) 0.726 (0.004) 0.753 (0.004) 0.776 (0.003)
MCC 0.331 (0.005) 0.335 (0.004) 0.323 (0.004) 0.305 (0.003)
MRS TPR 0.662 (0.006) 0.755 (0.004) 0.809 (0.004) 0.816 (0.003)
FDR 0.467 (0.006) 0.454 (0.005) 0.464 (0.004) 0.505 (0.003)
MCC 0.585 (0.006) 0.633 (0.004) 0.650 (0.004) 0.626 (0.003)
ZiDAG TPR 0.619 (0.010) 0.710 (0.009) 0.756 (0.007) 0.778 (0.007)
FDR 0.291 (0.010) 0.243 (0.009) 0.243 (0.008) 0.252 (0.008)
MCC 0.656 (0.010) 0.727 (0.009) 0.751 (0.008) 0.758 (0.008)