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Journal : Journal of Future Artificial Intelligence and Technologies

Phishing Website Detection Using Bidirectional Gated Recurrent Unit Model and Feature Selection Setiadi, De Rosal Ignatius Moses; Widiono, Suyud; Safriandono, Achmad Nuruddin; Budi, Setyo
Journal of Future Artificial Intelligence and Technologies Vol. 1 No. 2 (2024): September 2024
Publisher : Future Techno Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.62411/faith.2024-15

Abstract

Phishing attacks continue to be a significant threat to internet users, necessitating the development of advanced detection systems. This study explores the efficacy of a Bidirectional Gated Recurrent Unit (BiGRU) model combined with feature selection techniques for detecting phishing websites. The dataset used for this research is sourced from the UCI Machine Learning Repository, specifically the Phishing Websites dataset. This approach involves cleaning and preprocessing the data, then normalizing features and employing feature selection to identify the most relevant attributes for classification. The BiGRU model, known for its ability to capture temporal dependencies in data, is then applied. To ensure robust evaluation, we utilized cross-validation, dividing the data into five folds. The experimental results are highly promising, demonstrating a Mean Accuracy, Mean Precision, Mean Recall, Mean F1 Score, and Mean AUC of 1.0. These results indicate the model's exceptional performance distinguishing between phishing and legitimate websites. This study highlights the potential of combining BiGRU models with feature selection and cross-validation to create highly accurate phishing detection systems, providing a reliable solution to enhance cybersecurity measures.
Co-Authors Achmad Nuruddin Safriandono Achmad Wahid Kurniawan Agustina Dwi Wijayanti Ahmad Alfa Trisnapradika, Gustina Alzami, Farrikh Amboro, Lulut Andi Rahmad Rahim Andini, Rintin Zulfia Andriani Eko Prihatiningrum, Andriani Eko Apriliyanto, Heru Arifianto, Dinar Assyafa, Izza Atto’illah, Mochamad Faiq Ayu Pertiwi Bahari, Nooryan Budi Widjajanto De Rosal Ignatius Moses Setiadi Fitriya, Zumrotus Nur Hagus Tarno Hanny Haryanto Harisa, Ardiawan Bagus Harun Al Azies Herfiani, Kheisya Talitha Heribertus Dedy Kusuma Yulianto Herowati, Wise Herowati, Wise Herowati Hery Wijayanto Hidayah, Devi Nurul Hidayat, Moh. Hamdan Hidayat, Novianto Nur Husain, Mochammad Jamaluddin Ifan Rizqa Ignasius, Darnell Ignatius Moses Setiadi, De Rosal Imam Sucahyo Imas Kania Rahman Indra Gamayanto Joko Susilo Kholis, Achmad Nur L. Budi Handoko Larasati, Kartika Mahardianti, Dinda Sarasatus Megantara, Rama Aria Moch Anjas Aprihartha Muljono Muljono Muslih Muslih Nafisa, Zahrun Nahar Taufiq, Nahar Nisa, Isnaini Maulidatu Noor Ageng Setiyanto, Noor Ageng Nur Lailiyah, Wiharyanti Nur Ramadhan, Ashary Nur Safitri, Aprilyani Nurcahyanti, Desy Nurhindarto, Aris Nurjanah, Indah Nurjannah, Indah Pertiwi, Riska Indah Guritno Gita Prabowo, Wahyu Aji Eko Priyadarshini, Rossyda Putra, Zidane Triananda Rahardiansyah, Wahyu Indra Dwiki Rahmad Jumadi Rahman, Imas Kania Rahmawati, Tutus Ramadhan Rakhmat Sani Redjeki, Endah Sri Rini Anggraeni Rofiani, Rofiani Rohmatin Agustina Safitri, Aprilyani Nur Safitri, Riana Intan Sasono Wibowo Sastra, Akhmad Sendi Novianto Setiawan, Aries Shafira, Natasya Risha Siswahyudianto Soeleman, M Arief Sudiarso Sudiarso Sudibyo, Usman Suhaili, Suhaili Suherlan, Yayan Sukamto, Titien Suhartini Supriadi Rustad Sutrisno Adi Prayitno Suyud Widiono T. Sutojo Talitha, Talitha Anindya Trisnapradika, Gustina Alfa Wahid Kurniawan, Achmad Wahyuingsih, Novita Wati, Deny Dwi Kusuma Wibawa, Tangkas Surya Widowati Siswomihardjo Wiharyanti Nur Lailiyah Yustika, Aninda Zami, Farrikh Al Zumroh, Arofatuz