Evaluating the Impact of Feature Engineering in Phishing URL Detection: A Comparative Study of URL, HTML, and Derived Features

Phishing attacks have evolved into sophisticated threats, making effective cybersecurity detection strategies essential. While many studies focus on either URL or HTML features, limited work has explored the comparative impact of engineered feature sets across different machine learning models. This...

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Bibliographic Details

Published in:	IEEE Access
Main Authors:	Yanche Ari Kustiawan, Khairil Imran Ghauth
Format:	Article
Language:	English
Published:	IEEE 2025-01-01
Subjects:	Phishing URL detection machine learning feature engineering URL features HTML features derived features
Online Access:	https://ieeexplore.ieee.org/document/11031414/