Sparse Logistic Regression on DEXTER (test)
0Logistic LossGraSP (debiased)
Evaluation results
| Method | Links | |
|---|---|---|
| GraSP (debiased)Sparsity level (s)=652012.03 | 0 | |
| GraSP (l2, debiased)Sparsity level (s)=752012.03 | 0 | |
| GraSP (l2, debiased)Sparsity level (s)=702012.03 | 0 | |
| GraSP (debiased)Sparsity level (s)=752012.03 | 0 | |
| GraSP (l2, debiased)Sparsity level (s)=652012.03 | 0 | |
| GraSP (l2, debiased)Sparsity level (s)=602012.03 | 0 | |
| GraSP (debiased)Sparsity level (s)=702012.03 | 0 | |
| GraSP (l2, debiased)Sparsity level (s)=352012.03 | 0 | |
| GraSP (debiased)Sparsity level (s)=552012.03 | 0 | |
| GraSP (l2, debiased)Sparsity level (s)=402012.03 | 0 | |
| GraSP (debiased)Sparsity level (s)=502012.03 | 0 | |
| GraSP (l2, debiased)Sparsity level (s)=552012.03 | 0 | |
| GraSP (l2, debiased)Sparsity level (s)=502012.03 | 0 | |
| GraSP (l2, debiased)Sparsity level (s)=452012.03 | 0 | |
| GraSP (l2, debiased)Sparsity level (s)=302012.03 | 0 | |
| GraSP (debiased)Sparsity level (s)=402012.03 | 0 | |
| GraSP (debiased)Sparsity level (s)=352012.03 | 0 | |
| GraSP (debiased)Sparsity level (s)=452012.03 | 0 | |
| Logit-OMPSparsity level (s)=352012.03 | 0 | |
| Logit-OMPSparsity level (s)=402012.03 | 0 | |
| Logit-OMPSparsity level (s)=452012.03 | 0 | |
| Logit-OMPSparsity level (s)=502012.03 | 0 | |
| Logit-OMPSparsity level (s)=552012.03 | 0 | |
| Logit-OMPSparsity level (s)=602012.03 | 0 | |
| Logit-OMPSparsity level (s)=652012.03 | 0 | |
| Logit-OMPSparsity level (s)=702012.03 | 0 | |
| Logit-OMPSparsity level (s)=752012.03 | 0 | |
| GraSP (debiased)Sparsity level (s)=602012.03 | 0 | |
| GraSP (debiased)Sparsity level (s)=252012.03 | 0 | |
| Logit-OMPSparsity level (s)=302012.03 | 0 | |
| GraSP (debiased)Sparsity level (s)=302012.03 | 0 | |
| Logit-OMPSparsity level (s)=252012.03 | 0.0046 | |
| GraSP (l2, debiased)Sparsity level (s)=252012.03 | 0.0117 | |
| GraSP (l2)Sparsity level (s)=702012.03 | 0.0223 | |
| GraSP (l2)Sparsity level (s)=652012.03 | 0.0287 | |
| GraSPSparsity level (s)=552012.03 | 0.0361 | |
| GraSP (l2)Sparsity level (s)=752012.03 | 0.0393 | |
| Logit-OMPSparsity level (s)=202012.03 | 0.046 | |
| GraSP (l2)Sparsity level (s)=502012.03 | 0.0566 | |
| GraSP (l2)Sparsity level (s)=602012.03 | 0.057 | |
| GraSP (l2)Sparsity level (s)=402012.03 | 0.063 | |
| GraSP (l2, debiased)Sparsity level (s)=202012.03 | 0.0819 | |
| GraSP (l2)Sparsity level (s)=552012.03 | 0.084 | |
| GraSP (debiased)Sparsity level (s)=202012.03 | 0.0884 | |
| GraSPSparsity level (s)=702012.03 | 0.0892 | |
| GraSPSparsity level (s)=752012.03 | 0.103 | |
| GraSP (l2)Sparsity level (s)=452012.03 | 0.105 | |
| Logit-OMPSparsity level (s)=152012.03 | 0.116 | |
| GraSP (l2, debiased)Sparsity level (s)=152012.03 | 0.117 | |
| GraSPSparsity level (s)=602012.03 | 0.118 | |
| GraSPSparsity level (s)=652012.03 | 0.118 | |
| GraSP (l2, debiased)Sparsity level (s)=102012.03 | 0.128 | |
| GraSP (debiased)Sparsity level (s)=152012.03 | 0.171 | |
| GraSP (debiased)Sparsity level (s)=102012.03 | 0.179 | |
| Logit-OMPSparsity level (s)=102012.03 | 0.179 | |
| GraSP (l2)Sparsity level (s)=202012.03 | 0.179 | |
| GraSPSparsity level (s)=502012.03 | 0.206 | |
| l1-regularizationSparsity level (s)=752012.03 | 0.245 | |
| l1-regularizationSparsity level (s)=702012.03 | 0.252 | |
| l1-regularizationSparsity level (s)=652012.03 | 0.259 | |
| Logit-OMPSparsity level (s)=52012.03 | 0.264 | |
| GraSP (l2)Sparsity level (s)=302012.03 | 0.265 | |
| l1-regularizationSparsity level (s)=602012.03 | 0.266 | |
| GraSP (l2)Sparsity level (s)=352012.03 | 0.268 | |
| Elastic NetSparsity level (s)=702012.03 | 0.269 | |
| Elastic NetSparsity level (s)=752012.03 | 0.269 | |
| Elastic NetSparsity level (s)=652012.03 | 0.275 | |
| GraSP (l2, debiased)Sparsity level (s)=52012.03 | 0.28 | |
| l1-regularizationSparsity level (s)=552012.03 | 0.28 | |
| Elastic NetSparsity level (s)=602012.03 | 0.282 | |
| GraSP (l2)Sparsity level (s)=252012.03 | 0.285 | |
| l1-regularizationSparsity level (s)=502012.03 | 0.287 | |
| Elastic NetSparsity level (s)=552012.03 | 0.289 | |
| GraSPSparsity level (s)=302012.03 | 0.304 | |
| Elastic NetSparsity level (s)=502012.03 | 0.311 | |
| l1-regularizationSparsity level (s)=452012.03 | 0.316 | |
| GraSP (debiased)Sparsity level (s)=52012.03 | 0.328 | |
| GraSPSparsity level (s)=452012.03 | 0.329 | |
| l1-regularizationSparsity level (s)=402012.03 | 0.331 | |
| GraSP (l2)Sparsity level (s)=152012.03 | 0.335 | |
| Elastic NetSparsity level (s)=452012.03 | 0.341 | |
| l1-regularizationSparsity level (s)=352012.03 | 0.347 | |
| Elastic NetSparsity level (s)=402012.03 | 0.356 | |
| l1-regularizationSparsity level (s)=302012.03 | 0.37 | |
| Elastic NetSparsity level (s)=352012.03 | 0.372 | |
| Elastic NetSparsity level (s)=302012.03 | 0.388 | |
| l1-regularizationSparsity level (s)=252012.03 | 0.394 | |
| Elastic NetSparsity level (s)=252012.03 | 0.412 | |
| l1-regularizationSparsity level (s)=202012.03 | 0.427 | |
| GraSP (l2)Sparsity level (s)=102012.03 | 0.433 | |
| Elastic NetSparsity level (s)=202012.03 | 0.436 | |
| l1-regularizationSparsity level (s)=152012.03 | 0.488 | |
| Elastic NetSparsity level (s)=152012.03 | 0.498 | |
| l1-regularizationSparsity level (s)=102012.03 | 0.523 | |
| Elastic NetSparsity level (s)=102012.03 | 0.533 | |
| GraSPSparsity level (s)=402012.03 | 0.538 | |
| l1-regularizationSparsity level (s)=52012.03 | 0.575 | |
| Elastic NetSparsity level (s)=52012.03 | 0.608 | |
| GraSPSparsity level (s)=352012.03 | 0.622 | |
| GraSPSparsity level (s)=102012.03 | 1.08 |