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.
| Model | Method | Sample size | Frobenius norm | Trace correlation | Runtime (second) |
| Model (20) | ADMM | 100 | 0.5964 (0.2257) | 0.8984 (0.0865) | 292.5071 | 200 | 0.3297 (0.0977) | 0.9704 (0.0189) | 584.7095 | 400 | 0.2045 (0.0567) | 0.9887 (0.0067) | 743.9010 | Xia et al. [7] | 100 | 0.6020 (0.2320) | 0.8960 (0.0900) | 253.4045 | 200 | 0.3307 (0.1035) | 0.9700 (0.0201) | 660.8530 | 400 | 0.2086 (0.0533) | 0.9884 (0.0061) | 760.7147 |
| Model (21) | ADMM | 100 | 0.0684 (0.0209) | 0.9987 (0.0008) | 161.0862 | 200 | 0.0356 (0.0100) | 0.9997 (0.0002) | 361.0665 | 400 | 0.0203 (0.0055) | 0.9999 (0.0001) | 510.9169 | Xia et al. [7] | 100 | 0.0693 (0.0214) | 0.9987 (0.0009) | 165.3294 | 200 | 0.0353 (0.0103) | 0.9997 (0.0002) | 481.7147 | 400 | 0.0204 (0.0055) | 0.9999 (0.0001) | 557.5861 |
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