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Table 2 Exp. 3: [Lower is better.] Results of different graph inference methods on time series data

From: Unsupervised relational inference using masked reconstruction

  

Graph loss

Runtime (sec)

Model

Interval

\(\texttt {GINA}\)

AIDD

GGN

Corr

MI

ParCorr

GINA

AIDD

GGN

SIS

1

8

42

179

4

4

2

62

2163

4382

5

0

28

179

0

0

0

62

2318

4396

10

1

29

85

0

0

0

62

2192

4432

20

1

36

83

0

0

0

62

2222

4402

InvVoter

1

0

18

73

80

22

80

44

2224

4358

5

0

28

31

80

16

80

37

2318

4395

10

0

24

66

80

16

80

37

2181

4432

20

0

27

80

80

16

80

37

2172

4419

GoL

1

13

42

199

80

52

80

62

2172

4443

5

4

42

208

80

22

80

62

2166

4353

10

4

40

190

80

26

80

61

2224

4354

20

9

42

163

80

22

80

62

2218

4391

  1. Bold values indicate better results than other methods