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 |