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Table 2 Results of the algorithms for problem (1) with p=5 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

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%

  1. Numbers in boldface show the best results