From: Local low-rank approach to nonlinear matrix completion
Problem | Algorithm | ||||||
---|---|---|---|---|---|---|---|
q | r | SVT | FPCA | sIRLS-0 | IPMS | VMC | LLRASGD |
0.2 | 2 | 21.62% | 18.55% | 7.22% | 10.09% | 0.73% | 2.81% |
0.2 | 3 | 44.03% | 44.07% | 36.67% | 38.53% | 24.87% | 5.42% |
0.2 | 4 | 60.19% | 60.31% | 63.43% | 58.02% | 73.79% | 15.60% |
0.2 | 5 | 69.95% | 70.06% | 73.60% | 69.35% | 86.51% | 41.26% |
0.2 | 6 | 76.71% | 76.79% | 80.82% | 77.19% | 88.10% | 61.95% |
0.3 | 2 | 12.60% | 2.06% | 0.92% | 0.95% | 0.08% | 0.12% |
0.3 | 3 | 29.30% | 29.23% | 21.08% | 21.28% | 3.84% | 0.69% |
0.3 | 4 | 46.92% | 47.05% | 47.22% | 41.78% | 31.61% | 5.36% |
0.3 | 5 | 58.52% | 58.63% | 61.18% | 55.62% | 72.23% | 19.60% |
0.3 | 6 | 66.40% | 66.50% | 69.97% | 65.28% | 80.52% | 38.15% |
0.4 | 2 | 8.47% | 1.27% | 0.11% | 0.13% | 0.08% | 0.04% |
0.4 | 3 | 19.70% | 19.36% | 12.07% | 12.37% | 0.10% | 0.11% |
0.4 | 4 | 36.67% | 36.79% | 34.88% | 30.57% | 9.14% | 2.46% |
0.4 | 5 | 48.97% | 49.08% | 51.09% | 44.84% | 43.18% | 11.38% |
0.4 | 6 | 57.47% | 57.58% | 60.38% | 55.16% | 69.21% | 25.69% |