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Applied Network Science

Table 1 Top 5 most important features for each surrogate model

From: Surrogate explanations for role discovery on graphs

 

Struc2Vec (\(k = 6\))

RolX (\(k = 3\))

GraphWave (\(k = 3\))

1

0 (0.111 ± 0.0005)

15 (0.113 ± 0.0016)

27 (0.022 ± 0.0006)

2

2 (0.010 ± 0.0001)

4 (0.007 ± 0.0002)

15 (0.014 ± 0.0002)

3

3 (0.006 ± 0.0001)

1 (0.006 ± 0.0003)

17 (0.013 ± 0.0006)

4

5 (0.002 ± 0.0001)

27 (0.005 ± 0.0002)

24 (0.013 ± 0.0004)

5

16 (0.000 ± 0.0000)

19 (0.004 ± 0.0003)

18 (0.013 ± 0.0004)

  1. The orbits are ranked by permutation importance, with scores included in parentheses
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