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Table 1 List of the parameter of the OGA

From: Entropy clustering-based granular classifiers for network intrusion detection

OGA parameters

Number of generations

100

Number of individuals

20

Crossover rate

0.4

Mutation rate

0.1

a1Number of input variables

2~10

Number of clusters (rules)

2~10

b1Value of w

[0.5*w0,1.5*w0]

c1Value of b

[0.5*b0,1.5*b0]

  1. *a1If the number of input variables in dataset smaller than 10, then we use the number of all input variables
  2. *b1, c1 w0 and b0 are the results obtained by the original SVM