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All Journal COPING (Community of Publishing in Nursing) Jurnal Keperawatan Jiwa (JKJ): Persatuan Perawat Nasional Indonesia JOURNAL OF HEALTHCARE TECHNOLOGY AND MEDICINE Hearty : Jurnal Kesehatan Masyarakat JKM (Jurnal Kebidanan Malahayati) AMALIAH: JURNAL PENGABDIAN KEPADA MASYARAKAT JURNAL PENELITIAN PERAWAT PROFESIONAL JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH) International Journal of Clinical Inventions and Medical Sciences (IJCIMS) Indonesian Journal of Global Health research Journal of Nursing Practice and Education Journal of Health Research Science Journal of Language and Health INDOGENIUS Dinamika Kesehatan: Jurnal Kebidanan dan Keperawatan Journal of Nursing Invention Journal of Artificial Intelligence and Digital Business Indonesian Nursing Journal of Education and Clinic (Jurnal Pendidikan dan Praktik Keperawatan Indonesia) Jurnal Farmasetis Sains Medisina Health Research Journal of Indonesia Majalah Cendekia Mengabdi Promotor: Jurnal Mahasiswa Kesehatan Masyarakat Health Sciences International Journal Smart Dedication: Jurnal Pengabdian Masyarakat Jurnal Pengabdian Masyarakat Wadah Publikasi Cendekia Journal of Mental Health
Subhannur Rahman, Subhannur
STIKES Sari Mulia
Humanities Biochemistry, Genetics & Molecular Biology Chemical Engineering, Chemistry & Bioengineering Chemistry Civil Engineering, Building, Construction & Architecture Computer Science & IT Decision Sciences, Operations Research & Management Dentistry Economics, Econometrics & Finance Education Electrical & Electronics Engineering Engineering Environmental Science Health Professions Immunology & microbiology Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Medicine & Pharmacology Neuroscience Nursing Public Health Social Sciences Veterinary Other

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Journal : JOURNAL OF INFORMATION SYSTEM RESEARCH (JOSH)

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EduMood: Sistem Deteksi Sentimen Berbasis Web Menggunakan Metode Machine Learning untuk Identifikasi Awal Gejala Stres Mahasiswa Prasetya, Riko Anshori; Rahman, Subhannur; Priyatno, Arif Mudi; Mera, Mera; Wahyuni, Ulfia
Journal of Information System Research (JOSH) Vol 6 No 4 (2025): July 2025
Publisher : Forum Kerjasama Pendidikan Tinggi (FKPT)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/josh.v6i4.8042

Abstract

Students' mental health is an important issue that needs serious attention, especially in the era of social media which is full of psychological pressure. This research aims to develop EduMood, a web-based sentiment analysis system to monitor college students' mental health issues by analyzing tweets on Twitter. The tweet data is collected using relevant keywords and goes through preprocessing stages such as text cleaning, bilingual lexicon-based initial labeling, and balancing the amount of data between sentiment classes. The system uses two machine learning algorithms, Support Vector Machine (SVM) and Naive Bayes with Term Frequency-Inverse Document Frequency (TF-IDF) feature representation. The evaluation results show that SVM has a higher accuracy of 99.3% compared to Naive Bayes which reaches 96.5% with f1 scores for all classes above 0.99 for SVM. EduMood is implemented as a web-based application using Flask and Bootstrap 5, which presents the analysis results through an interactive dashboard. The dashboard displays the aggregate sentiment distribution in the form of diagrams, wordclouds, monitoring tables, and text manual predictions. The results of this study show that EduMood not only provides excellent model performance, but also offers a practical solution for the campus to monitor the psychological condition of students in a fast, real data-based, and easily accessible manner. This system is expected to support efforts to improve student mental health in a sustainable manner.
Co-Authors Abdurrauf, Abdurrauf Adity, Muhammad Fresdy Adriana Palimbo, Adriana Ahmad MAULANA Ahmad Syahlani, Ahmad Aisyah, Syarifah Sitti Akik, Try Rahayu Al Kahfi, Rina Ananda, Melin Sofia Andini, Maulida Putri Anita Herawati, Anita Apriannor, Ahmad Arief W, M. Arif Mudi Priyatno Arini Arini Arselina, Arselina Asmadiannor, Asmadiannor Asmadianoor, Asmadianoor Aspia, Noor Astuti, Ni Nyoman Wahyu Pangi Aulia, Mita Auliyah, Gusti Restu Azizah, Rahmah Iva Budi, Indra Charmelya, Estyvania Nur Dede Mahdiyah, Dede dini rahmayani DWI RAHMAWATI Dwijayanti, Maulidya Elisavira, Thiarany F. Talang, Jessica Fakhirah, Afifah Ghina Fitriani, Elisa Gaghauna, Eirene E M Gaghauna, Eirene E. M. Hariadi Widodo, Hariadi Hayatun Nufus Heryadi, Abdi Taofan Hj. Latifah Hongky, Hongky Ika Friscila, Ika Irawan, Angga Irwansyah Irwansyah istiqomah istiqomah Karlina, Delva Warti Kartika, Wanti Khalifah, Sarini Kurnia, Wina Latifah Latifah M. Sobirin Mohtar M. Yericho Mahmudah, Rifa’atul Manto, Onieqie Ayu Dhea Maulida, Cici Anggraina Maulida Mawadah, Nurul Melanda, Nila Melati, Bunga Meldawati Meldawati Meli, Nova Meliyani, Tri Mera, Mera Mohtar, M. Sobirin MUHAMMAD ANSHORI, MUHAMMAD Muhammad Ansori Munawarti, Sabrina Nadia, Dita Noorlinda Novita Dewi Iswandari Nur Ahnafani, Mayada Nur Hidayah Nurdiyanti, Siti Haliza NURUL HIDAYAH Nurul Huda Prameswari, Rosy Prasetia, Yosua Prasetya, Riko Anshori Prasetya, Septa Adhi Pratama, Ari Sandy Prawijaya, Ardianto Priadi Putra, Dedy Karmadi Putri Vidiasari Darsono, Putri Vidiasari Rahayu, Linda Putri Rahmi, Syifa Aulia Raihani, Siti Rapi’I Riduansyah, M. Riduansyah, Muhammad Rifa'i, Arman Rina Al Kahfi Ririn Safitri Ruriyanty. R, Nurul Rizka Rusadi, Framita Safa’ati, Yuly Sarmidah Seba Sianipar, Lidya Sismeri Dona, Sismeri Siti Nurhaliza Sri Muliani, Sri St. Hateriah Suhaibah, Umi Susan Pradini, Raihana Susanti, Amelia Syrly, Syrly Tasalim, Rian Tiel, Devi Oktapia Tisi, Wanda Ceisara Monica Hinut Tjomiadi, Cynthia Eka Fayuning Triani, Rina Ulfah Ulfah Umi hanik Fetriyah, Umi hanik Umi Hasanah, Umi Vidiasari Darsono, Putri Wahyuni, Ulfia Wati, Eka Setya Wibawa, David Andy Widiantari, Ni Ketut Wijaksono, M. Arief Wijaksono, Muhammad Wijaksono, Muhammad Arief Yanti, Dessy Yulisda Yellika, Yellika Yeni, Heri Yoeng, Jenni Cristina Zulliati Zulliati, Zulliati