Research Article

The Alternating Direction Method of Multipliers for Sufficient Dimension Reduction

Table 2

Simulation results for Example 2: the mean and standard deviations of two different measures and the running times.

ModelMethodSample sizeFrobenius normTrace correlationRuntime (second)

Model (20)ADMM1000.5964 (0.2257)0.8984 (0.0865)292.5071
2000.3297 (0.0977)0.9704 (0.0189)584.7095
4000.2045 (0.0567)0.9887 (0.0067)743.9010
Xia et al. [7]1000.6020 (0.2320)0.8960 (0.0900)253.4045
2000.3307 (0.1035)0.9700 (0.0201)660.8530
4000.2086 (0.0533)0.9884 (0.0061)760.7147

Model (21)ADMM1000.0684 (0.0209)0.9987 (0.0008)161.0862
2000.0356 (0.0100)0.9997 (0.0002)361.0665
4000.0203 (0.0055)0.9999 (0.0001)510.9169
Xia et al. [7]1000.0693 (0.0214)0.9987 (0.0009)165.3294
2000.0353 (0.0103)0.9997 (0.0002)481.7147
4000.0204 (0.0055)0.9999 (0.0001)557.5861