From: Local low-rank approach to nonlinear matrix completion
Problem | Algorithm | ||||||
---|---|---|---|---|---|---|---|
q | r | SVT | FPCA | sIRLS-0 | IPMS | VMC | LLRASGD |
0.2 | 2 | 25.55% | 24.37% | 11.61% | 15.93% | 5.10% | 3.51% |
0.2 | 3 | 51.01% | 51.11% | 48.52% | 47.36% | 44.97% | 6.88% |
0.2 | 4 | 66.77% | 66.89% | 69.89% | 66.87% | 83.93% | 28.63% |
0.2 | 5 | 76.12% | 76.23% | 80.19% | 76.82% | 87.89% | 55.80% |
0.2 | 6 | 81.96% | 82.02% | 85.72% | 82.98% | 88.71% | 74.73% |
0.3 | 2 | 14.42% | 6.83% | 3.16% | 4.15% | 0.05% | 0.24% |
0.3 | 3 | 36.47% | 36.53% | 30.56% | 29.60% | 11.59% | 1.48% |
0.3 | 4 | 54.34% | 54.47% | 56.77% | 51.32% | 57.27% | 11.91% |
0.3 | 5 | 65.44% | 65.55% | 69.06% | 64.35% | 79.28% | 32.70% |
0.3 | 6 | 72.42% | 72.51% | 76.19% | 72.65% | 81.99% | 53.60% |
0.4 | 2 | 9.51% | 2.55% | 0.76% | 1.05% | 0.05% | 0.06% |
0.4 | 3 | 26.18% | 26.19% | 19.59% | 19.02% | 1.64% | 0.34% |
0.4 | 4 | 44.22% | 44.34% | 46.79% | 39.62% | 26.51% | 6.23% |
0.4 | 5 | 56.14% | 56.25% | 59.02% | 53.75% | 63.94% | 21.16% |
0.4 | 6 | 63.81% | 63.91% | 67.08% | 63.09% | 73.61% | 39.25% |