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Table 3 Results of the algorithms for problem (1) with p=7 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

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%

  1. Numbers in boldface show the best results