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Journal : Jurnal Ilmu Komputer

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KLASIFIKASI PHISHING URL PADA WEBSITE BERBASIS METODE ENSEMBLE Bahrul Ulum; Taswanda Taryo; Sudarno
Jurnal Ilmu Komputer Vol 3 No 1 (2025): Jurnal Ilmu Komputer (Edisi Juli 2025)
Publisher : Universitas Pamulang

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Abstract

This study analyzes the performance of ensemble learning algorithms in detecting phishing URLs using the PhiUSIIL Phishing URL dataset. The three algorithms compared are CatBoost, XGBoost, and LightGBM. The research stages include data preprocessing, data division into an 80:20 train-test split, and performance evaluation based on accuracy, precision, recall, and F1-score metrics. The results show that XGBoost has the best performance with an accuracy of 97.54% and an ROC AUC of 93.05%, followed by CatBoost with an accuracy of 97.46% and an ROC AUC of 92.94%. LightGBM, although it has lower performance, still shows good results with an accuracy of 96.99% and an ROC AUC of 91.85%. The data cleaning process successfully improves efficiency by eliminating irrelevant attribute analysis. This study confirms that ensemble algorithms can be implemented for the development of more effective and accurate phishing detection systems. XGBoost is recommended as the primary algorithm in detecting phishing threats in cybersecurity applications, thanks to its ability to handle large and complex data.
Co-Authors Adhi Kusuma Agung Sulistyo Purnomo Ahmad Faisal Ahmad Muzawwir Aisyah Hanim, Siti Al Mahfuz Ali Wafi Alwi Muchtar Napitupulu Andika Ilmi Nabawi Bahrum, Bahrum Belinda Dewi Regina Bintang, Nella Bustanol Arifin Bustomi Arisandi Candra Wijaya Cici Mila Delora Jantung Amelia Edi Tohidi Emiliana Fakhrurrozi Ficki Pali Paredede Fitria Nur Ikhsani Frendy Aru Fantiro Heryani Ima Wahyu Putri Utami Jantung Amelia, Delora Jihan Chairatunnisa Junaidi Junaidi Luthfia Rahma M. Hasbi Shiddiqi M. Hasbi Umar M. Husein Ritonga M. Imamul Muttaqin M. Imamul Muttaqin Arsandhi Maharani Putri Kumalasani Mahsun Jayadi Moh Holil Baitaputra Moh. Holil Baitaputra Mufaizin Mufaizin Mufid Muhammad Aldhi Bagustha Utama Muhammad Faruq Al Barqi Muhammad Tohir Niko Ardiansah Nisa Dienwati Nuris Nopiyanto Rahma Safitri Renanda Ajeng Pramusti Renantha Meggy Putri reni helvira Robi’atul Adawiyah Safitra Tanjung , Ramadhani Samsia Harahap, Nur Satri Yarnis Seno Setyo Pujonggo Sinuraya, Lidia Anata Siti Aminah Nasution Sudarno Taswanda Taryo Thamsir, Moh Tri Wahyudi Ramdhan Usrini, Laisa Vira Milta Rusdy WINARSIH Zainal Hakim Zhella Rahma Novita