Table 1 Results of the algorithms for problem (1) with p=3 for (20)
From: Local low-rank approach to nonlinear matrix completion
Problem | Algorithm | ||||||
|---|---|---|---|---|---|---|---|
q | r | SVT | FPCA | sIRLS-0 | IPMS | VMC | LLRASGD |
0.2 | 2 | 17.21% | 2.33% | 1.32% | 1.40% | 0.08% | 0.92% |
0.2 | 3 | 32.61% | 32.19% | 16.04% | 22.38% | 7.61% | 4.04% |
0.2 | 4 | 49.25% | 49.31% | 47.79% | 44.48% | 36.07% | 5.77% |
0.2 | 5 | 59.42% | 59.52% | 64.72% | 56.03% | 76.64% | 17.59% |
0.2 | 6 | 66.76% | 66.85% | 71.41% | 65.03% | 85.83% | 39.90% |
0.3 | 2 | 9.50% | 0.28% | 0.09% | 0.09% | 0.03% | 0.03% |
0.3 | 3 | 17.54% | 9.27% | 1.97% | 2.11% | 0.10% | 0.12% |
0.3 | 4 | 34.45% | 34.48% | 22.45% | 26.05% | 7.11% | 1.24% |
0.3 | 5 | 55.30% | 55.40% | 59.46% | 51.47% | 70.70% | 17.72% |
0.3 | 6 | 66.76% | 66.85% | 71.41% | 65.03% | 85.83% | 39.90% |
0.4 | 2 | 5.98% | 0.05% | 0.07% | 1.75% | 0.04% | 0.07% |
0.4 | 3 | 10.47% | 0.50% | 0.15% | 0.15% | 0.07% | 0.03% |
0.4 | 4 | 22.52% | 22.39% | 5.94% | 9.70% | 0.21% | 0.29% |
0.4 | 5 | 36.18% | 36.30% | 31.42% | 29.10% | 7.29% | 2.96% |
0.4 | 6 | 45.81% | 45.91% | 49.21% | 40.89% | 34.89% | 9.87% |