Group Lasso Regularization on Simulated datasets m=1000, n=1000
0.0281Runtime (s) MedianGLDROT
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GLDROTGL=5e-22023.05 | 0.0281 | 0.0232 | 0.0374 | 3.16 | 1.14 | 9.01 | |
| GLDROTGL=5e-42023.05 | 0.0598 | 0.045 | 0.0763 | 0.138 | 0.0632 | 0.44 | |
| GLDROTGL=1e-62023.05 | 0.109 | 0.0735 | 0.146 | 0.0999 | 0.0424 | 0.304 | |
| GLSKEnt=1., GL=1e-62023.05 | 4.61 | 4.57 | 4.64 | 130 | 37.5 | 403 | |
| GLSKEnt=1., GL=5e-42023.05 | 4.62 | 4.6 | 4.67 | 130 | 37.5 | 403 | |
| GLSKEnt=1e-1, GL=1e-62023.05 | 4.71 | 4.68 | 4.73 | 20.6 | 8.97 | 74.3 | |
| GLSKEnt=1e-1, GL=5e-42023.05 | 4.74 | 4.7 | 4.78 | 20.6 | 8.97 | 74.3 | |
| GLSKEnt=1., GL=5e-22023.05 | 4.74 | 4.71 | 4.77 | 130 | 37.5 | 403 | |
| GLSKEnt=1e-1, GL=5e-22023.05 | 4.76 | 4.73 | 4.82 | 20.6 | 8.97 | 74.3 | |
| GLSKEnt=1e-2, GL=5e-42023.05 | 4.79 | 4.66 | 5.5 | 3.06 | 0.926 | 8.97 | |
| GLSKEnt=1e-2, GL=5e-22023.05 | 4.88 | 4.73 | 5.55 | 3.15 | 0.926 | 9.03 | |
| GLSKEnt=1e-3, GL=5e-42023.05 | 4.9 | 4.82 | 9.19 | 1.66 | 0.405 | 11 | |
| GLSKEnt=1e-2, GL=1e-62023.05 | 4.9 | 4.79 | 5.53 | 3.06 | 0.926 | 8.97 | |
| GLSKEnt=1e-3, GL=1e-62023.05 | 4.97 | 4.91 | 9.27 | 1.66 | 0.405 | 11 | |
| GLSKEnt=1e-3, GL=5e-22023.05 | 5.52 | 4.91 | 15.9 | 1.64 | 0.389 | 11 |