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All Journal IAES International Journal of Artificial Intelligence (IJ-AI) Jurnal Kesehatan Masyarakat Jurnas Nasional Teknologi dan Sistem Informasi Sistemasi: Jurnal Sistem Informasi JURNAL KESEHATAN LINGKUNGAN: Jurnal dan Aplikasi Teknik Kesehatan Lingkungan Dinamisia: Jurnal Pengabdian Kepada Masyarakat Journal Of Management Science (JMAS) Jurnal Ilmiah Edunomika (JIE) Jurnal Tekinkom (Teknik Informasi dan Komputer) JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) Journal of Applied Science, Engineering, Technology, and Education Community Development Journal: Jurnal Pengabdian Masyarakat Idealis : Indonesia Journal Information System Jurnal Ilmu Manajemen Retail Universitas Muhammadiyah Sukabumi (JIMAT UMMI) Jurnal Widya Jurnal Puan Indonesia Journal of Artificial Intelligence and Digital Business Medani : Jurnal Pengabdian Masyarakat Jurnal Abdimas Maduma The Indonesian Journal of Computer Science PUBLIDIMAS Jurnal Ekonomi, Manajemen, Akuntansi
Purwita Sari, Purwita
Unknown Affiliation
Humanities Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Public Health Social Sciences Other

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Deep learning for mental health analysis: long short-term memory approach to text-based condition classification Yamani, Zaqqi; Lestarini, Dinda; Raflesia, Sarifah Putri; Sari, Purwita; Athalina, Ghita
IAES International Journal of Artificial Intelligence (IJ-AI) Vol 15, No 2: April 2026
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijai.v15.i2.pp1762-1770

Abstract

The increasing prevalence of mental health disorders highlights the need for scalable and automated approaches to early detection. This study proposes a deep learning–based text classification framework using a long short-term memory (LSTM) network to identify mental health conditions from user generated textual data. A corpus of 103,488 labeled texts representing anxiety, stress, bipolar disorder, depression, personality disorder, suicidal ideation, and normal states was preprocessed through tokenization, padding, and word embedding. The proposed LSTM model achieved overall accuracy of 87% on test set, with strong class-wise performance reflected by precision, recall, and F1-scores, particularly for anxiety, personality disorder, and normal classes. Comparative error analysis using a confusion matrix revealed challenges in distinguishing depression from suicidal ideation, indicating semantic overlap between these conditions. The results demonstrate that LSTM-based models can effectively capture sequential linguistic patterns relevant to mental health classification. This framework shows potential as a decision-support tool for early screening and digital mental health applications, complementing clinical assessment rather than replacing it.
Co-Authors . Apriansyah AA Sudharmawan, AA Adam, Aisyah Azhar Afif, Hasnan Ahmad Fali Oklilas Ahmad Rifai Akbari, Rahmat Alif Al Farissi Ali Ibrahim Alif, Rahmat Amalsyah, Muhammad Rizky Ananda, Dini Andriany, Ivana Saula Anggreni, Chintya Anita Desiani Apriya, Susi Ardana, Muhammad Yopie Asvi, M. Fauzi Athalina, Ghita B. A., Iman Saladin Basyir, Mulana Fathul Bayu Wijaya Putra Buchari, M. Ali Dedy Kurniawan Deliana, Mutia Des Alwine Zayanti, Des Alwine Dinda Lestarini Dwi Rosa Indah Endang Lestari Ruskan Ermatita - Erni Erni Fitriana, Elvira Gumay, Naretha Kawadha Pasemah Haidar, Rosali Handayani, Sulistia Hanifah, Izzati Millah Harianja, Arios Franata Hartono Cahyadi, Gabriel Ekoputra Hidayaturahman, Hidayaturahman Huda Ubaya Insani, Nurul Dwi Iranti, Putri Chandra Jayawarsa, A.A. Ketut Kemahyanto Exaudi Kesuma, Lucky Indra Kurniawati, Junia Lestari, Ade Awalia Liswanti, Ina Namora Putri M HUSNI SYAHBANI, M HUSNI Marjusalinah, Anna D. Masyitah, Emi Mgs Afriyan Firdaus Muhammad Ihsan Mukhlis Rohmadi Muzayyadah, Fathona Nur Nirmalasari, Ridha Noor Hujjatusnaini Nurjazuli Nurjazuli Parhusip, Austin Alexander Perdani, Tharisa Antya Pratiwi, Ega Putri, Indah Arsita Putri, Syaprina Mega Rabiatul Adawiyah Rahmat Fadli Isnanto Ridho, Ridho Gilang Adiko Rizki, Santi Rossi Passarella Rusdi Efendi Sahbana, Yudhi Aulia Samosir, Nurmindo Sanjaya, M Rudi Sari, Novia Puspita Sarifah Putri Raflesia, Sarifah Putri Simatupang, Jumeida Siregar, Ratih Anggraini Siti Aisyah Sofiana, Bella Sulistyani Sulistyani Sunarsih Sunarsih Sutarno Sutarno Syafitri, Ema Wardhani, Irine Ika Wiwik Handayani Yadi Utama Yamani, Zaqqi Zulhipni Reno Saputra Els