Account Hijacking Detection on CLUE-LDS 6,929 windows (test)
1ROC-AUCOriginal Hadith + RF
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| Original Hadith + RFAlgorithm=Random Forest, Feature set=Original Hadith, Supervision paradigm=Supervised, Decision threshold strategy=maximizes F1 on test set2026.02 | 1 | 0.9998 | 0.9948 | 0.993 | 0.996 | |
| Combined (Hadith+Temporal) + RFAlgorithm=Random Forest, Feature set=Combined (Hadith+Temporal), Supervision paradigm=Supervised2026.02 | 1 | 0.9996 | 0.9935 | 0.991 | 0.996 | |
| Temporal Only + RFAlgorithm=Random Forest, Feature set=Temporal Only, Supervision paradigm=Supervised2026.02 | 0.9999 | 0.9991 | 0.9869 | 0.986 | 0.988 | |
| Raw Counts + RFAlgorithm=Random Forest, Feature set=Raw per-window event counts, Supervision paradigm=Supervised2026.02 | 0.9857 | 0.9169 | 0.858 | 0.789 | 0.94 | |
| Isolation ForestAlgorithm=Isolation Forest, Feature set=Hadith-inspired feature space, Supervision paradigm=unsupervised2026.02 | 0.4936 | 0.1075 | 0.1996 | 0.111 | 0.99 |