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Table 6 The evolution of the error rate of the bayesian network related to the records count in the database

From: A novel lightweight URL phishing detection system using SVM and similarity index

Records count

100

250

500

750

1000

1250

1500

1750

2000

Bayes (%)

52

47.61

40.80

28.72

33.20

41.85

33.86

33.10

38.80

Bayes—JW (%)

64

36.50

52

29.78

38

38.01

36.80

38.12

39.20

Bayes—H (%)

4

7.93

2.40

3.72

2

38.01

36

36.98

36.80

Bayes—LCS (%)

36

6.34

6.40

2.65

0.4

34.82

35.46

36.30

39.60

Bayes—L (%)

16

6.34

5.60

2.12

7.20

0.63

6.66

35.38

37.6

Bayes—NL (%)

32

36.50

32.8

35.10

31.60

39.29

34.13

37.67

36.4

Bayes—QG (%)

24

6.34

2.40

2.12

42.4

36.42

39.20

36.98

34.4

  1. 34.4% is the lowest error rate obtained in these tests while using the complete dataset