Article Per Year (5 Year)
p-Index From 2020 - 2025
8.229
P-Index
This Author published in this journals
All Journal Indonesian Journal of Artificial Intelligence and Data Mining JISIP: Jurnal Ilmu Sosial dan Pendidikan Atfaluna: Journal of Islamic Early Childhood Education International Journal for Educational and Vocational Studies JPMI (Jurnal Pembelajaran Matematika Inovatif) Jurnal Penelitian Pembelajaran Matematika Sekolah J-Kesmas: Jurnal Kesehatan Masyarakat (Indonesian Journal of Public Health) JURNAL PEMBELAJARAN DAN MATEMATIKA SIGMA (JPMS) Jurnal Vokasi INTEGRITAS : Jurnal Pengabdian Likhitaprajna: Jurnal Ilmiah Fakultas Keguruan Ilmu Pendidikan Universitas Wisnuwardhana Malang DIFFRACTION: Journal for Physics Education and Applied Physics Community Development Journal: Jurnal Pengabdian Masyarakat Indonesian Journal of Global Health research Asimetris: Pendidikan Matematika dan Sains Jurnal Mandala Pengabdian Masyarakat SCIENCE : Jurnal Inovasi Pendidikan Matematika dan IPA Jurnal Pengabdian Masyarakat Nusantara Formosa Journal of Science and Technology (FJST) Jurnal Pendidikan Matematika Malikussaleh Jurnal VNUS (Vocational Nursing Science) Jurnal Ilmiah MEA (Manajemen, Ekonomi, dan Akuntansi) Electronic Journal of Education, Social Economics and Technology International Journal of Trends in Mathematics Education Research (IJTMER) Indonesian Journal of Education and Development Research Triwikrama: Jurnal Ilmu Sosial Jurnal Malikussaleh Mengabdi Indonesian Journal of Innovation Science and Knowledge SWARNA: Jurnal Pengabdian Kepada Masyarakat Jurnal Solusi Masyarakat Dikara Jurnal Ners dan Kebidanan (Journal of Ners and Midwifery) Applied Information Technology and Computer Science (AICOMS) Diversity Guidance and Counseling Journal
Nuraina, Nuraina
Unknown Affiliation
Religion Agriculture, Biological Sciences & Forestry Arts Humanities Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Earth & Planetary Sciences Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Materials Science & Nanotechnology Mathematics Nursing Physics Public Health Social Sciences Veterinary Other

Published : 64 Documents Claim Missing Document
Claim Missing Document
Check
Articles

Found 1 Documents
Search
Journal : Indonesian Journal of Artificial Intelligence and Data Mining

 1 
Big Data Analytics for Predicting Depression Risk in Generation Z: Integrating Self-Organizing Maps and Long Short-Term Memory Sinaga, Joy Nasten; Nuraina, Nuraina; Sinaga, Frans Mikael; Kelvin, Kelvin; Nurhayati, Nurhayati
Indonesian Journal of Artificial Intelligence and Data Mining Vol 8, No 3 (2025): November 2025
Publisher : Universitas Islam Negeri Sultan Syarif Kasim Riau

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24014/ijaidm.v8i3.38011

Abstract

Mental health issues among Generation Z are rising, with depression being one of the most significant challenges. Leveraging the capabilities of big data analytics and artificial intelligence, this study proposes a hybrid method combining Self-Organizing Maps (SOM) and Long Short-Term Memory (LSTM) networks to predict depression risk based on behavioral data. The SOM algorithm is utilized for clustering high-dimensional input data to uncover hidden patterns, while the LSTM network is employed to capture sequential dependencies over time. Data were collected from various digital platforms, processed, and analyzed to train and validate the proposed model. Results show that the SOM-LSTM framework significantly improves the accuracy and reliability of early depression risk detection compared to conventional models. This study contributes a scalable and adaptable model for mental health prediction that can assist in timely interventions for Generation Z
Co-Authors Agustin, Meri Aklimawati Aklimawati, Aklimawati Al Fadhilah, Shafira Almakarim, Muhammad Fauzan Alvina, Sirry Andari, Lala Anil Husna, Jaza Asyari, Annisa Awaliyah, Saiyah Ayu Purnamawati, Santi Dalimunthe, Raudah Zaimah Dalimunthe Dewi Dewantara, Dewi Dewi Maritalia Djajaningrat, Panglima Elvi, Fitria Emma Susanti Eri Saputra Ernida, Yulia Evi Damayanti, Evi Fahriza, Mela Fajriana, Fajriana Fakhrah Fakhrah, Fakhrah Faradhillah, Faradhillah Febrianti, Fadila Fitri Ayu Ningtiyas, Fitri Ayu Haryono, Wasis Hayati, Rahmi Hayatun Nufus Herizal Herizal Hidayatsyah Hidayatsyah Hidayatsyah, Hidayatsyah Ikawati, Any Imanda, Riska Iqbal, Khoirul Iqbal Isfayani, Erna Isjoni Isjoni Izza, Dzaky Fahiqul Joy Nasten Sinaga Kelvin Kelvin Khairunnisa, Ratu Makhdah Kinanti, Wandira Liananiar, Liananiar Listiana, Yeni Malia, Anna Manurung, Fatimah Marhami, Marhami Marli, Nofrita Mastuang Mastuang Muhammad Dalimunthe Muliana, Muliana Muliana, Muliana Muliana, Sadriaton Mulianti, Deni Mursalin . Muslih Fathurrahman Mutia Fonna Mutia, Cut Winni nanang nanang Nazirah, Filzah Novia Novia Nur Elisyah Nurhayati Nurhayati Nurul Afni Sinaga Octavia, Richa Oktaviani, Vera Pane, Nurul Hajizah Pasaribu, Jaza Anil Husna Perani Rosyani Purnamawati, Santi Ayu R, Rohantizani Rahayu, Zahara Rahmatillah, Rahmatillah Rahmi, Ainun Ramadhana, Syafirly Ramadhani, Ayu Indah Ratna Unaida, Ratna Raudhati, Sri Rifaatul Mahmuzah Rohantizani, Rohantizani Sabrina, Dea Naura Sarah, Kamai Sari, Dwhy Dinda Sari, Seftika Sinaga, Frans Mikael Siraj Siraj SITI MARYAM Siti Rahmah Sopiyan Apandi SP, Novianti Helena Suhaila, Rizka Suryani Hawa, Muzaifa Syamsul Bahri Syaputri, Rezy Tambunan, Herrywati tina, agustina wulandari berutu Tina, Pisah Utari, Khaliza Winarto, Bambang WIWI, YENITA Wulan, Nimas Wulandari Wulandari Yasmin, Aina Yuliantoro, Yuliantoro Yundari, Yundari Yusra, Yusra Yuswita, Yuswita z, rohantizani Zulfajri, Zulfajri