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Journal : Journal of Language and Health

Penerapan Algoritma Naïve Bayes untuk Prediksi Penyakit Depresi pada Mahasiswa gama, Adie Wahyudi Oktavia; Grren, Agustini Degni Melsy; Paramartha, I Gusti Ngurah Darma; Prathama, Gede Humaswara; Widnyani, Ni Made; Dananjaya, Md. Wira Putra
Journal of Language and Health Vol 6 No 2 (2025): Journal of Language and Health
Publisher : CV. Global Health Science Group

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.37287/jlh.v6i2.6926

Abstract

Depression is one of the most serious mental health problems among college students, but it often goes unnoticed due to social stigma and limited access to psychological services. This study aims to apply the Naïve Bayes algorithm to predict depression in college students based on various factors, such as academic pressure, sleep duration, eating habits, financial stress, and family history of mental disorders. The model was built using 502 data obtained from the Kaggle platform, through the stages of data preprocessing, transformation, classification using Gaussian Naïve Bayes, and evaluation using a confusion matrix. The implementation process was carried out in Google Colab using the scikit-learn library. The evaluation results showed very good model performance with an accuracy of 97%, precision of 96%, recall of 98%, and F1-score of 97%. These findings indicate that the Naïve Bayes algorithm can be used effectively as an anonymous and efficient early screening tool for depression and has the potential to support increased awareness and mental health interventions in the college student environment.
Co-Authors ., Ni Putu Ayu Laksmini A A Ngr Bagus Aristayudha Ada, Kadek Bramdhika Adie Wahyudi Oktavia Gama Adnyani, Luh Ari Agus Fajar Riyanto, Arif Agus Wahyudi Salasa Gama Agustina, Febyola Ahmad, Rahmat Aldri Frinaldi Anik Nurhaeni Aris Budi Sulistyo, Aris Budi Ayu Saka Laksmita W Bendesa, I.K.G. Berty Christina Lidyanita Putri Cattleyana, Dilla Dananjaya, Md. Wira Putra Darma, I Gede Wahyu Surya Desak Putu Risky Vidika Apriyanthi Dewa Nyoman Agus Prasetya Dewi Prihatini Dewi, Putu Febri Candra Dharma, I Kadek Dwi Yudiarsana Didiet Prayogo, Nyoman Eka Mitariani, Ni Wayan Elina Damayanti Elok Rosyidah Febyola Agustina Fina Carla Rettobjaan, Vitalia Firli Adri Ridhotama Gede Humaswara Prathama Grren, Agustini Degni Melsy Gusti Ayu Dhanu Wantari Dewi I Gede Karang Komala Putra I Gede Suasnawa I Gede Wahyu Surya Dharma I Gusti Ayu Wilya Susmitha Prami Dewi I Gusti Ngurah Darma Paramartha I Nyoman Ade Mawan Setiawan I Putu Prisa Jaya . I WAYAN SUARJANA Isti Fadah Kadek Kristina Dewi Khadijah Febriana Rukhmanti Udhayana Kinandana, Gede Aryamanik Kusuma, AA Made Indra Wijaya luh Gde Nita Sri Wahyuningsih Luh Kartika Ningsih Maharani, Ni Putu Ayu Putri Markus Apriono Ni Kadek Winda Patriani Ni Luh Darmayanti Ni Luh Putu Ayu Savitri Devi Ni Luh Putu Eka Yudi Prastiwi Ni Luh Putu Eka Yudi Pratiwi Ni Luh Putu Surya Astitiani Ni Made Ary Lisnawati Ni Made, Sri Ayuni Ni Nyoman Diliyanti Ni Nyoman Sunariani Ni Putu Ayu Putri Maharani Ni Putu Widayanti Ni Wayan Eka Mitariani Ni Wayan Novi Budiasni . Ning Septyarini Putri Astawa, Ni Luh Putu Nurfitria, Dini Nyoman Trisna Aryanata Prami Dewi, I Gusti Ayu Wilya Susmitha Pratama, Putu Yogi Agustia Purnamawati, Ni Luh Gede Putu Purnawati, Ni Luh Gede Putu Purnawati Putra, I Made Luhur Adi Putri Prema Paramitha Putri, Berty Christina Lidyanita Putu Febri Candra Dewi Putu Krisna Juliharta, I Gede putu suparna, putu Reganata, Gde Palguna Richadinata, Kadek Riyan Putra Riyanto, Arif Agus Salehuddin, Salehuddin Savitri Devi, Ni Luh Putu Ayu Sri Ayuni, Ni Made Sriwahyuningsih, Ni Luh Gde Nita Sugianta, Kadek Arya Sugiantari, Komang Linda Vitalia Carla Rettobjaan Vitalia Carla Rettobjaan Vitalia Fina Carla Rettobjaan Wahyuningsih, Luh Gde Nita Sri Wahyuningsih, Ni Luh Gde Nita Sri Wardhiana, I Nyoman Gde Artadana Mahaputra Widnyani, Salehuddin Wirabawa, I Kadek Agus Wulandari, Putu Diana Yani, Ni Wayan Mega Sari Apri Yudi Prastiwi, Ni Luh Putu Eka Yudiastra, Putu Pande