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All Journal Media Penelitian Pendidikan : Jurnal Penelitian dalam Bidang Pendidikan dan Pengajaran Sistemasi: Jurnal Sistem Informasi Informatika Mulawarman: Jurnal Ilmiah Ilmu Komputer Jurnal CoreIT Jurnal Pengabdian Pada Masyarakat IT JOURNAL RESEARCH AND DEVELOPMENT Dinamisia: Jurnal Pengabdian Kepada Masyarakat Jurnal Pertanian Agros International Journal of Community Service Learning Digital Zone: Jurnal Teknologi Informasi dan Komunikasi Ensiklopedia of Journal JIPI (Jurnal Ilmiah Penelitian dan Pembelajaran Informatika) Al-Khidmat : Jurnal Ilmiah Pengabdian Kepada Masyarakat Jurnal Agrium Zonasi: Jurnal Sistem Informasi Best Journal (Biology Education, Sains and Technology) Jurnal Teknik Informatika (JUTIF) Community Empowerment Jurnal Cahaya Mandalika JUSTIN (Jurnal Sistem dan Teknologi Informasi) Margin Eco : Jurnal Ekonomi dan Perkembangan Bisnis Jurnal Pengabdian Masyarakat : Pemberdayaan, Inovasi dan Perubahan J-COSCIS : Journal of Computer Science Community Service Jurnal Ilmiah Fokus Ekonomi, Manajemen, Bisnis & Akuntansi (EMBA) CONSEN: Indonesian Journal of Community Services and Engagement International Journal of Educational Research Excellence (IJERE) Jurnal Pemberdayaan Sosial dan Teknologi Masyarakat JURNAL KARYA ILMIAH MULTIDISIPLIN Jurnal Agro Fabrica Blantika : Multidisciplinary Journal JIPITI: Jurnal Pengabdian kepada Masyarakat INOVTEK Polbeng - Seri Informatika Jurnal Komtika (Komputasi dan Informatika)
Guntoro, Guntoro
Universitas Lancang Kuning
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Journal : Jurnal CoreIT

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Optimization Of Social Media Phishing Detection Models Syafitri (Scopus ID: 57200085316), Wenni; Guntoro, Guntoro; Zamsuri, Ahmad; Waldelmi, Idel
Jurnal CoreIT: Jurnal Hasil Penelitian Ilmu Komputer dan Teknologi Informasi Vol 11, No 1 (2025): June 2025
Publisher : Fakultas Sains dan Teknologi, Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/coreit.v11i1.37602

Abstract

Phishing is one of the most dangerous attacks in the cyber world. Very few researchers have focused on social media phishing, although SMS phishing can be related to the messaging features available on various social media platforms. This study will utilize PSO and PCA techniques to optimize the performance of RF in social media phishing. This study will compare the performance of PSO and RF with that of PCA and RF. An optimized phishing message detection model was built using NLP, incorporating TF-IDF for feature extraction, PCA and PSO for feature optimization, and Random Forest as a classifier to distinguish phishing messages from normal messages. The RF model optimized by PSO produces nearly balanced metrics: precision (0.9877), recall (0.9728), and F1 (0.9802), all of which are high. The RF model with PCA optimization achieves a slightly lower Accuracy (0.9639) and the lowest Precision (0.9585). Although there were no significant differences in the classification process, PSO and PCA made a real contribution to future research development.
Co-Authors Abdullah Abdullah Ahmad Zamsuri, Ahmad Alfarasy, Febrizal Ali, Helmiyati Abdullah Anto Ariyanto Antonius Fernando AYU RAHMAWATI Bakar, Juhaida Abu Bayu Febriadi, Bayu Bimby, Novia Putri Budia Misri Budianto Hamuddin Budiastuti, Susanti Costaner, Loneli Costaner David Setiawan David Setiawan, David Djunaedi Djunaedi Elfrida Ratnawati Fadhillah, Resty Fenty Widya Fitria, Poppy Hamzah Eteruddin Hamzah Hamzah Handoko, Habib Hari Gunawan Herni Utami Rahmawati Hutabarat, Charles Parmonangan idel waldelmi, idel Ikhwan, Ferdy Iqbal Bukhori Istiatin, Istiatin Jeni Wardi Johar, Olivia Anggie Lasri Nijal Latifa Siswati Lisnawita Lisnawita Loneli Costaner Lubis, Ahmad Fahmi Alhafiz Maisarah Maisarah Maisarah, Maisarah Makhrani Sari Ginting Mariza Devega Maulina, Viny Meilano, Dimas Mhd. Arief Hasan, Mhd. Arief Monika, Winda Monika Muhamad Sadar, Muhamad Muhammad Fikri Muhammad Iqbal Muhammad Yusuf Dibisono Mulyara, Budi Musfawati Nurhamin Nurhamin Nurholidan Siregar Nurholidan Siregar Nurul Hasanah Ovie, Ingrid Pandu Pratama Putra, Pandu Pratama Rahmad Dian Rahmad Syah Putra Rasli, Ruziana Mohamad Ratu Mutiara Siregar Rina Maharany Ririn Sari Wati Rizky Octa Putri Charin Roosmawati, Febriana SANTOSO SANTOSO Sapiri, Muhtar Saputra, Septian Tri Sari, Makhrani Sasi Utami Simorangkir, Jansihar Sinaga, Anisyah Sri Utaminingsih Sudarwati Sudarwati Suhardi Suhardi Sunaryanto, Hadi Sutejo Sutejo Taufik, Kemal Tohir, Kurnainy Wagino Wenni Syafitri Wenny Syafitri Wibisono, Moh Arief Aryo Yuhelmi Yuhelmi Yusuf Dibisono, Mhd zamzami Zamzami, Zamzami Zulham Effendi