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Table 8 The evolution of the error rate of PNN 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
PNN (%) 64 57.14 51.2 49.46 46 53.03 49.60 52.73 48.8
PNN—JW (%) 56 57.14 54.4 47.34 52.8 49.2 52 49.31 49
PNN—H (%) 96 84.12 92 100 99.2 96.80 97.86 99.31 98.40
PNN—LCS (%) 96 88.88 96.8 100 99.2 97.12 98.66 97.03 97.8
PNN—L (%) 92 95.23 97.6 100 98.8 100 99.73 98.40 98
PNN—NL (%) 72 49.20 64 52.65 52.4 53.03 52.53 52.05 51.80
PNN—QG (%) 100 92.06 94.40 100 98 87.85 96.80 98.17 98.40
  1. 48.8% is the lowest error rate obtained in these tests while using the complete dataset