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Table 5 The evolution of the error rate of the SVM 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

SVM (%)

40

41.26

34.40

36.70

28

30.35

28.26

23.97

26

SVM—JW (%)

24

19.04

17.60

16.48

12

12.77

8

12.32

12.20

SVM—H (%)

8

11.11

5.60

2.12

4

2.55

5.60

5.02

4.20

SVM—LCS (%)

12

9.52

4.80

2.65

3.20

3.19

2.66

3.42

5.20

SVM—L (%)

0

4.76

3.20

1.06

2.80

2.23

2.93

5.93

5.60

SVM—NL (%)

20

39.68

16

11.70

16.8

15.01

15.73

14.84

13.4

SVM—QG (%)

0

7.93

2.40

2.65

4.80

5.75

3.20

4.10

5

  1. 4.20% is the lowest error rate obtained in these tests while using the complete dataset