Skip to main content

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%
  1. Numbers in boldface show the best results