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 |