Sparse Classification on gisette scale
0.07CPU CostAPG+
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| APG+Sparsity Level=0.01m2022.11 | 0.07 | 10 | 15 | 85.1 | |
| APG-LL+Sparsity Level=0.01m2022.11 | 0.08 | 29 | 15 | 85.1 | |
| APG+Sparsity Level=0.05m2022.11 | 0.08 | 11 | 23 | 90 | |
| APG-LL+Sparsity Level=0.05m2022.11 | 0.09 | 38 | 24 | 89.8 | |
| APG+Sparsity Level=0.1m2022.11 | 0.09 | 12 | 42 | 92.3 | |
| APG-LL+Sparsity Level=0.1m2022.11 | 0.09 | 56 | 42 | 92.3 | |
| APG-LL+Sparsity Level=0.5m2022.11 | 0.14 | 59 | 45 | 95.5 | |
| APG+Sparsity Level=0.5m2022.11 | 0.23 | 48 | 34 | 95.6 | |
| APG-LL+Sparsity level (s)=m2022.11 | 0.25 | 57 | 33 | 95.9 | |
| APG+Sparsity level (s)=[1.1m]2022.11 | 0.45 | 69 | 35 | 96.2 | |
| APG+Sparsity level (s)=[1.5m]2022.11 | 0.48 | 107 | 25 | 96 | |
| APG+Sparsity level (s)=m2022.11 | 0.61 | 102 | 28 | 96.2 | |
| APG-LL+Sparsity level (s)=[1.5m]2022.11 | 0.63 | 193 | 15 | 96 | |
| APG+Sparsity level (s)=2m2022.11 | 0.69 | 159 | 23 | 95.6 | |
| APG-LL+Sparsity level (s)=2m2022.11 | 0.74 | 242 | 12 | 95.8 | |
| APG-LL+Sparsity level (s)=[1.1m]2022.11 | 0.92 | 192 | 28 | 96.2 | |
| APGSparsity level (s)=2m2022.11 | 1.53 | 365 | 0 | 94.4 | |
| APGSparsity level (s)=m2022.11 | 1.96 | 366 | 0 | 96 | |
| APGSparsity level (s)=[1.5m]2022.11 | 2.55 | 583 | 0 | 95.8 | |
| APGSparsity Level=0.5m2022.11 | 2.62 | 608 | 0 | 96 | |
| APGSparsity level (s)=[1.1m]2022.11 | 3.94 | 668 | 0 | 95.7 | |
| PG-LLSparsity level (s)=2m2022.11 | 4.42 | 1,568 | 0 | 95.9 | |
| PG-LLSparsity level (s)=[1.5m]2022.11 | 4.66 | 1,658 | 0 | 95.8 | |
| APGSparsity Level=0.1m2022.11 | 4.79 | 1,329 | 0 | 93.4 | |
| PG-LLSparsity Level=0.05m2022.11 | 5.34 | 2,780 | 0 | 91.6 | |
| PG-LLSparsity Level=0.1m2022.11 | 6.4 | 3,190 | 0 | 93.6 | |
| APGSparsity Level=0.05m2022.11 | 6.81 | 1,980 | 0 | 91.6 | |
| PG-LLSparsity Level=0.5m2022.11 | 7.18 | 2,324 | 0 | 95.5 | |
| PG-LLSparsity level (s)=m2022.11 | 8.03 | 1,862 | 0 | 96.2 | |
| PG-LLSparsity level (s)=[1.1m]2022.11 | 8.19 | 1,794 | 0 | 96.1 | |
| APGSparsity Level=0.01m2022.11 | 11.62 | 3,600 | 0 | 88.8 | |
| PGSparsity Level=0.01m2022.11 | 16.11 | 10,000 | 0 | 83.9 | |
| PGSparsity Level=0.05m2022.11 | 17.5 | 10,000 | 0 | 91.2 | |
| PGSparsity Level=0.1m2022.11 | 18.31 | 10,000 | 0 | 92.8 | |
| PGSparsity level (s)=[1.5m]2022.11 | 26.1 | 10,000 | 0 | 95.6 | |
| PGSparsity level (s)=2m2022.11 | 26.29 | 10,000 | 0 | 95.6 | |
| PGSparsity Level=0.5m2022.11 | 27.24 | 10,000 | 0 | 95.1 | |
| PG-LLSparsity Level=0.01m2022.11 | 34.11 | 20,000 | 0 | 86.3 | |
| PGSparsity level (s)=m2022.11 | 40.08 | 10,000 | 0 | 95.6 | |
| PGSparsity level (s)=[1.1m]2022.11 | 42.05 | 10,000 | 0 | 95.7 |