adzkar / url-phising-detection

URL Phising Detection using KNN

Final Task - Intelligent Security Sistem (CII-4K3)

Members

• Habib Bahruddin (1301174412)
• Adzkar Fauzie (1301170399)
• Anhar Abimanyu (1301173721)
• Aziz Nurul Iman (1301174667)

Details

• Feature Processing
  • Subdomain contains bigcompany name (Top 10 brands phising target)
    • ex. paypal.com.evil.com
  • Subdomain length (max. 37) (SEO subdomain length)
  • URL redirection to untrusted site (CWE-601)
    • ex. domain.com?goto=evil.com
  • Shortened Links (Phising using shortened links)
• Classifier
  • K-Nearest Neighbor (n = 3)
  • AdaBoost (random_state = 1)
• Datasets
  • https://research.aalto.fi/en/datasets/phishstorm-phishing-legitimate-url-dataset
• Reference
  • https://doi.org/10.1016/j.eswa.2018.09.029