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All Journal Jurnal Diskursus Islam Pedagogia: Jurnal Pendidikan Vidya Karya Journal of ICSAR Jurnal ORTOPEDAGOGIA Al Ishlah Jurnal Pendidikan JURNAL EDUCATION AND DEVELOPMENT Buana Pendidikan: Jurnal Fakultas Keguruan dan Ilmu Pendidikan Unipa Surabaya Jurnal Riset Pendidikan Dasar Jurnal Basicedu Al-Falah: Jurnal Ilmiah Keislaman dan Kemasyarakatan GERVASI: Jurnal Pengabdian kepada Masyarakat Madrosatuna: Journal of Islamic Elementary School eL.Muhbib: Jurnal Pemikiran dan Penelitian Pendidikan Dasar JURNAL PENDIDIKAN MIPA Akurasi : Jurnal Studi Akuntansi dan Keuangan Jurnal ABDINUS : Jurnal Pengabdian Nusantara Bubungan Tinggi: Jurnal Pengabdian Masyarakat Special and Inclusive Education Journal (SPECIAL) Indo-MathEdu Intellectuals Journal Media Publikasi Promosi Kesehatan Indonesia (MPPKI) Journal of Innovation Research and Knowledge Jurnal Ilmiah Pendidikan Dasar (JIPDAS) Palakka : Media and Islamic Coummunication Jurnal Basicedu Journal of Education for Sustainability and Diversity JIEGC Journal of Islamic Education Guidance and Counselling Journal of Embedded Systems, Security and Intelligent Systems Jurnal Penelitian dan Pendidikan Agama Islam JEAS Jurnal Pengabdian Masyarakat dan Riset Pendidikan JFAS : Journal of Finance and Accounting Studies Pedagogy: Journal of Multidisciplinary Education Jurnal Pendidikan Anak Usia Dini Indonesia Ulil Albab Jurnal Elektronik Pendidikan Matematika Tadulako Socratika Jurnal Riset dan Pengabdian Interdisipliner Indonesian Journal of Innovation in Education Research
Mirnawati Mirnawati
Universitas Lambung Mangkurat, Indonesia
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Chemistry Computer Science & IT Economics, Econometrics & Finance Education Energy Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Mathematics Physics Public Health Social Sciences Other

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Journal : Journal of Embedded Systems, Security and Intelligent Systems

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Predictive Modeling of Suicide Ideation Risk of Bullying Victims Using Machine Learning Based on Questionnaire Data Andika Saputra; Mirnawati; Mispasari; Muh Nasrun; Muh. Arya Kusuma Wardana; Muhalis
Journal of Embedded Systems, Security and Intelligent Systems Vol 6, No 1 (2025): March 2025
Publisher : Program Studi Teknik Komputer

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.59562/nxxppw67

Abstract

Bullying is one of the main risk factors for mental health disorders in adolescents and is significantly correlated with increased suicidal ideation. This study aims to develop a predictive model of suicidal ideation risk in bullying victims using a questionnaire data-based machine learning approach as the basis for the development of an early warning system. The study used a predictive quantitative design involving 350 respondents who had experienced bullying. The variables analyzed included demographic factors, experiences of bullying, as well as psychological indicators such as depression, anxiety, stress, self-esteem, and social support. Four classification algorithms were compared, namely Logistic Regression, Random Forest, Support Vector Machine, and XGBoost. The results show that XGBoost has the best performance with an accuracy of 91% and a ROC-AUC of 0.94. The most influential variables on risk prediction were depression scores, social support, anxiety, and bullying frequency. These findings show that the machine learning approach is effective in supporting early detection of the risk of suicidal ideation and has the potential to be implemented as an early warning system in the educational environment.
Co-Authors Abdullah, Siti Rahmawati A. Musa Abu Darda Afra Satila Zalna Aman Agustina Sari Aina Rahmah Ali Rachman, Ali Aliah, Abd. Rauf Alvi Violita Dewi Alwan, Muhammad Amir, Afriandi Amka Amka Amka Amka Amka, Amka Andika Saputra Anugrah, Ega Arda Arda Ardiansyah Ariansyah, Ricky Aulia Rizqina, Aulia Azisa, Kurnia Bin Sapa, Nasrullah Bonafita, Raberria Bungawati Bungawati, Bungawati Cahya, Wulan Chairunnufus, Indah Decky Hendarsyah Dewi Ekasari Kusumastuti Dewi Juwita Susanti Dida Parida Evi Afiati Eviani Damastuti Faisal B., Muh. Faridah, Firyal Fatmaridah Sabani Firman Haerah, Magefiratul Haeril Haerul, Haerul Hafidh, Fathul Hamimah, Siti Handayani, Pitri Harnaini, Herli Helfrida Jelani Edor Helpiana, Eka Herawati, Nita Sunarya Hidayat M, Rahmatul Husairi Husairi Imam Yuwono Kamalia Kamalia Kasim, Amrah Kurniawan, Mirza Yogy Mahmud, Fuad Khalis Mardianawati, Siti Marliana Mispasari Mohammad Djamil M. Nur Muh Nasrun Muh. Arya Kusuma Wardana Muh. Rizal Muhalis Muhammad Amin Sahib, Muhammad Amin Sahib Muhammad Azimi Muhammad Basri Muhammad Guntur, Muhammad Muhammad Ridwan Muhammad Risal, Muhammad Munir Yusuf Mytra, Prima Nadia Nadwah Nirwana, Ema Norfai Norfai, Norfai Nuraisyah Nuraisyah Nurbayti Rahmah Nurbayti Rahmah Nurhalisa Nurhalizah, Nurhalizah Nurhayati, R. Nurmanasari, Winda Nursamsi, Nursamsi Nurul Hijratul Ummahiroh Nurul Ilma, Nurul Pertiwi, Nurhikma Pratiwi, Lestari Ayu Rahmat Arfan Rahmawati, Nor Rifa’ah Mahmudah Bulu Rindiyani, Dwi Riza, Yeni Rizkia Ilahiah Rizky, Fitrian Rosa, Rosa Rosdiana Rosdiana Rustan, Edhy Sahiruddin Salfia Darmi Sausan, Rafiqa Siti Jaleha Subhan Sukirman Nurdjan, Sukirman Sukirman Sukirman Sulistyo Rini Susanti, Dewi Juwita Sutji Rochaminah Syekh Adiwijaya Latief Takwin, Ira Tenty Jahrina Ramli Trunoyudho, Etna Anjani Umi Latifah Urva, Magfira Vanita Adinda Lawide WAHYUNI Widodo, Agus Pratomo Andi Yosa, Natasya Amelia