Table 1 Comparison of discovery rate of true positives extracted from true adjacency matrix of nonlinear VAR model.

From: Reconstruction of Complex Directional Networks with Group Lasso Nonlinear Conditional Granger Causality

  

CGC

Lasso-CGC

NCGC

GLasso-NCGC

Nonlinear

1 → 6

41%

43%

92%

97%

2 → 2

8%

9%

28%

28%

2 → 7

57%

56%

100%

96%

3 → 3

9%

9%

11%

19%

3 → 8

20%

20%

46%

50%

4 → 9

26%

34%

69%

73%

6 → 8

16%

19%

33%

42%

8 → 10

58%

65%

37%

46%

9 → 6

78%

79%

100%

100%

10 → 7

33%

32%

36%

66%

Linear

1 → 1

99%

99%

97%

99%

7 → 4

100%

100%

100%

100%

7 → 9

100%

100%

100%

100%

8 → 5

100%

100%

100%

100%