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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