Research Article
An Inexact Penalty Decomposition Method for Sparse Optimization
Table 2
Averaged results on 100 instances with size
for each sparsity level
| Algorithm | s | Time (s) | NNZ | MSE | DF | NS |
| PD | 50 | 18.2 | 50 | | | 100 | 100 | 21.69 | 99.95 | | | 95 | 150 | 26.36 | 149.88 | | | 89 | 200 | 76.38 | 297.65 | | | 73 | 250 | 102.54 | 1225.21 | | | 0 | 270 | 105.18 | 1283.92 | | | 0 |
| iPD | 50 | 6.72 | 50 | | | 100 | 100 | 8.56 | 99.99 | | | 99 | 150 | 9.78 | 150 | | | 100 | 200 | 10.32 | 200 | | | 100 | 250 | 11.75 | 656.87 | | | 30 | 270 | 12.75 | 1235.9 | | | 1 |
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