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Journal : JINAV: Journal of Information and Visualization

Detecting Hoax News with Web-Based SVM Classifier: A Machine Learning Approach to Combat Misinformation Using Support Vector Machine (SVM) Algorithm Auliana, Sigit; Kalsum, Ummy; Mudofar, Mudofar
JINAV: Journal of Information and Visualization Vol. 6 No. 1 (2025)
Publisher : PT Mattawang Mediatama Solution

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35877/454RI.jinav4161

Abstract

The massive spread of hoax news in the digital era has caused various negative impacts, ranging from public misinformation to social unrest. This condition highlights the need for a technological solution capable of automatically and accurately detecting the truthfulness of information. This study aims to develop a web-based application for hoax news detection using the Support Vector Machine (SVM) algorithm. The method involves text preprocessing, feature extraction using Term Frequency-Inverse Document Frequency (TF-IDF), and classification with SVM. The system is designed with a simple and responsive web interface, allowing users to input news content and receive prediction results easily. Testing was conducted using both white-box and black-box methods to ensure that the system's logic functioned as expected. The results show that the system successfully classifies news into two categories—valid and hoax—with good accuracy. This application is expected to serve as a useful tool for the public in identifying the authenticity of news and preventing the spread of false information across digital platforms.
Co-Authors Abbas, Bakhtiar Abdul Hakim Abdul Razak Abdul Razak Adnin, Chaeriah Agustina Dwiyanti Alfino Fathin Z Andi Runis Makkulau Angelina Yenny Ringan Arifuddin Mas'ud Arifuddin Masud Arjang, Arjang Armansyah Armansyah Asraf, Asraf Astriwati, Astriwati Auliana, Sigit Badrudin , Rudy Bakhtiar Abbas Basuki Rakhim Setya Permana David Christian Engelbert Lisapaly Dedy Samsul Arifin Dedy Takdir Syaifuddin Elisabeth Suban Evi Nuraeni Eviyanti Eviyanti, Eviyanti Hardiati Haswindah Limpo Hery Widijanto Hiendrawati Hiendrawati Hiendrawati, Hiendrawati Ibnu Hajar Ibnu Hajar Ijong, Ijong Islami, Inggrid Claudia Ismawati Ismawati Jefri Jefri Judijanto, Loso Khuan, Hendri La Ode Hamida Laode Sahili Mahmud, Irwanto Mahmudin A. Sabilalo Mahmudin A. Sabilalo Makkulau, Andi Runis * Mas'ud, Arifuddin Masitha, Zainab Mas’ud, Arifuddin Mega Wahyuni Meilinda Meilinda Moh. Anwar Mudofar, Mudofar Muh Nur Muh. Nur Muh. Nur Muh. Nur Muhammad Nuzul Qadri Nirmayani Nirmayani Norna Ulfah Sayuti Nur Laila Taslim Nur, Muh. Nur, Syamsir Nurhumaerah, Nurhumaerah Putera, Asrip Rahmatia Rahmatia Rakhim, Basuki RASYID, ERWIN Refi Mulyadi Rezky Woelandari Suryadi Ridwan Rince Tambunan Rizal R. Manullang Rosalia, Olyvia Sabilalo, Mahmudin A. Safarudin Safarudin, Safarudin Sahlan, Fahmi Salleh, Mad Ithnin bin Setya, Basuki Rakhim Shalihah, Mar'atun Sirait, Adjran Siti Fatimah Siti Ulpah Situmorang, Tumpal P. Sri Ayu Pracita Sumail, La Ode Supriaddin, Nofal Susanti, Dian Indah Tambunan, Rince Wahyudiyono, Wahyudiyono wahyuni wahyuni Yamin, Muhamamd Nurul Yuana, Indira YUSNITA YUSNITA Zaman, Habib Nur