Research Article
A Proximal Fully Parallel Splitting Method for Stable Principal Component Pursuit
Table 1
Numerical results for SPCP with
and different
.
| | | | Method | Iter. | Time | | |
| 0.05 | 0.05 | 0.9 | HTY | 38 | 6.51 | | | FJDALM | 104 | 15.50 | | | PADMM | 74 | 6.46 | | | PFPSM | 46 | 4.35 | | |
| 0.05 | 0.05 | 0.8 | HTY | 45 | 7.07 | | | FJDALM | 121 | 16.41 | | | PADMM | 80 | 6.37 | | | PFPSM | 51 | 4.42 | | |
| 0.05 | 0.05 | 0.7 | HTY | 57 | 9.24 | | | FJDALM | 160 | 21.09 | | | PADMM | 88 | 7.43 | | | PFPSM | 58 | 5.50 | | |
| 0.05 | 0.1 | 0.9 | HTY | 47 | 7.43 | | | FJDALM | 171 | 25.36 | | | PADMM | 78 | 7.85 | | | PFPSM | 52 | 5.36 | | |
| 0.05 | 0.1 | 0.8 | HTY | 66 | 10.00 | | | FJDALM | 219 | 32.29 | | | PADMM | 91 | 7.82 | | | PFPSM | 63 | 6.93 | | |
| 0.05 | 0.1 | 0.7 | HTY | 107 | 16.97 | | | FJDALM | 299 | 39.63 | | | PADMM | 123 | 10.49 | | | PFPSM | 94 | 9.61 | | |
| 0.1 | 0.05 | 0.9 | HTY | 36 | 5.21 | | | FJDALM | 122 | 17.56 | | | PADMM | 73 | 5.91 | | | PFPSM | 44 | 3.79 | | |
| 0.1 | 0.05 | 0.8 | HTY | 53 | 7.68 | | | FJDALM | 178 | 22.78 | | | PADMM | 78 | 5.91 | | | PFPSM | 51 | 4.28 | | |
| 0.1 | 0.05 | 0.7 | HTY | 118 | 16.91 | | | FJDALM | 292 | 37.57 | | | PADMM | 140 | 11.63 | | | PFPSM | 116 | 9.32 | | |
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