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Mambang
Universitas Sari Mulia
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Journal : JOURNAL OF APPLIED INFORMATICS AND COMPUTING

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Analysis of the Impact of Violent Content on Social Media on Adolescent Cyberpsychology Using Support Vector Machine and Random Forest Febriani, Wulandari; Mambang, Mambang; Prastya, Septyan Eka; Sabella, Billy; Marleny, Finki Dona
Journal of Applied Informatics and Computing Vol. 10 No. 1 (2026): February 2026
Publisher : Politeknik Negeri Batam

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.30871/jaic.v10i1.11415

Abstract

Adolescent exposure to violent content on social media has emerged as a critical issue due to its potential impact on mental health and cyberpsychological well-being. This study aims to classify multiple cyberpsychological impacts experienced by adolescents as a result of exposure to violent content on social media using a multi-label machine learning approach. A quantitative method was employed using self-reported data collected from 550 Indonesian adolescents aged 12–18 years through an online questionnaire. Psychological impacts were measured using adapted instruments from the Depression Anxiety Stress Scales (DASS-21) and cyberpsychology scales, then transformed into multi-label targets. Support Vector Machine (SVM) and Random Forest algorithms were implemented using a One-vs-Rest strategy. Model performance was evaluated using Hamming Loss, precision, recall, and Macro F1-score. The results indicate that SVM outperformed Random Forest with a Hamming Loss of 23.16% and a Macro F1-score of 0.42, particularly in predicting dominant labels such as anxiety and decreased self-confidence. However, both models showed limited performance in predicting minority labels such as depression and academic decline due to data imbalance. These findings highlight the importance of handling imbalanced data in cyberpsychology-based machine learning research and demonstrate the potential of multi-label classification in representing the complexity of psychological impacts of digital violence on adolescents.
Co-Authors Abdul Kadir Adini, Muhammad Hifdzi Ahmad Hidayat Ahmad Hidayat Ahmad Riki Renaldi Ahmad Riki Renaldy Akhmad Baddrudin Amelia, Mahlianor Anggrita Sari Anggrita Sari Antonia Yenitia Ari Yunus Hendrawan Aulia Fitri, Aulia Ayu Ahadi Ningrum Bambang Lareno, Bambang Bayu Nugraha Bayu Nugraha Bima Wicaksono Budiman, Haldi Cipta, Subhan Panji Dixky Dixky Dwi Salmarini, Desilestia Fatimah, Nora Ova Putri Martiani Febriani, Wulandari Finki Dona Marleny Fitriansyah, Muhammad Haniffah Sri Rinjani Hati Waruwu, Riang Heni Pujiastuti Hudatul Aulia Husna Karima Ika Hariati Ika Hariati Ika Hariati Ika Hariati, Ika Hariati Indah Tri Handayani Indah Wulandari Jaya Hari Santoso Johan Wahyudi Johan Wahyudi, Johan Kamarudin Kartika Kartika Kunti Nastiti Ladjar, Imelda Ingir Liliana Swastina M Samsul Hasbi M Samsul Hasmi Maria Ulfah Maulida, Ihdalhubbi Maulida, Nur Meilianti Melda Melda Melda, Melda Meyska Widyandini Miranda Miranda Mohammad Basit, Mohammad Muhammad Khairul Akbar Muhammad Riduan Syafi’i Muhammad Satrio Ayuba Muhammad Zaini Bakri Muhammad Ziki Elfirman Muhammad Zulfadhilah Mukhaimy Gazali Muliawan, dadang Mutiara R, Chatrine Indri Mutmainah Mutmainah Mutmainah Mutmainah Nahdi Saubari Nalo Valentino Naparin, Husni Nisa, Reny Ayu Nor Azizah Novita Sari Novriansyah, Irvan Nur Hafiz Ansari Nur Meilianti Maulida Nurhaeni Nurhaeni Nurhaeni Nurhaeni Nurhasanah Nurhasanah Oktavia, Samita Oktovin, Oktovin Pasaribu, Annisa Pebrianti, Eva Wulani Prasetya, M. Riko Anshori Prastya, Septyan Eka Pratama, Ramadhani Noor Putri Putri Putri Putri, Putri Rafi'i, Rafi'i Rahmini Rahmini Ramli, Muhammad Reza Risdianti, Risdianti Risma Maulida Risma Risma Rismawati Rismawati Rizkian Muhammad Fikri Rochman, Wisnu Nur Ropikah Ropikah Ropikah, Ropikah Rudy Ansari Rudy Ansari Rudy Ansari, Rudy Rusidah, Rusidah Sabella, Billy Samita, Mambang Sandro Nesta Pembriano Sari, Anggrita Sa’adah Septyan Eka Prasetya Septyan Eka Prastya Septyan Eka Prastya Siti Gadis Hardianti Subhan Panji Cipta Subhan Panji Cipta Sultan Arrasyid SUMARNI ZAINUDDIN Syapotro, Usman Tasya Salsabila Theresia Kurniati Seran Tiara, Astia Rahma Tumanggor, Agustina Hotma Uli Wahyudin, Rahmawati Winda Astria Nuansa Saputri Windarsyah Windarsyah Wulandari Febriani Wulandari Febriani Yanti Saubari Yanti Saubari Yuslena Sari, Yuslena