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Journal : Agents: Journal of Artificial Intelligence and Data Science

PREDIKSI FAKTOR RISIKO GANGGUAN TIDUR MENGGUNAKAN PENDEKATAN MACHINE LEARNING LOGISTIC REGRESSION DAN GRADIENT BOOSTING Reza, Reza Fitriansyah; Gumelar, R Tommy; Amrizal, Amrizal
AGENTS: Journal of Artificial Intelligence and Data Science Vol 5 No 2 (2025): March - August
Publisher : Prodi Teknik Informatika Universitas Islam Negeri Makassar

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.24252/jagti.v5i2.85

Abstract

Sleep disorders are one of the major public health issues with broad implications for quality of life, productivity, and chronic disease risks. This study aims to predict risk factors of sleep disorders using a machine learning approach with survey data from the National Sleep Foundation. The research process involved data Cleaning, transformation, normalization, and splitting into training (80%) and testing (20%) sets. Two algorithms were applied, Logistic Regression and Gradient Boosting, and their performance was evaluated using Accuracy, Precision, Recall, and F1-score metrics. SHAP analysis was also employed to assess variable contributions to model predictions. The results indicate that Gradient Boosting outperformed Logistic Regression, achieving perfect Accuracy and F1-score (1.00), while Logistic Regression only reached 0.70. SHAP analysis revealed that sleep duration and quality are the most influential factors, followed by caffeine consumption and age. Therefore, Gradient Boosting not only provides accurate classification but also comprehensive insights into key determinants of sleep disorders, serving as a foundation for more effective health interventions.
Co-Authors AA Sudharmawan, AA Ade Putra Afrizal, Ardi Agus Firmansyah Ahmad Riadi Ahmad Syuhada Alfiani Alfiani, Alfiani Alfiani, Prika Almuna Waro, Tri Amaliyah, Amaliyah Amrul Amrul Andiza, Reno Try Anggraini, Ratu Anita Putri, Anita Ansori , Ansori ansori ansori Aoyama, Tosyiko Arwin Juli Rakhmadi Aryeni Aryeni, Aryeni Asmidar Asmidar awi, masni awi Bagus Riyono Bahrun Bahrun Bakara, Ricky Budiman Budiman Butarbutar, Frans Tomy Cabiles, Roldan C. Canrhas, Amril Chanafiah, Yayah Chandra Chandra Choiruddin, Choiruddin Dahranawati, Rina Damayanti, Elok Damayanti, Wulan Aprilia Dani Dani Dani Setiawan, Priantoro Kartika Dani, Rian Darmansah, Darmansah Daulay, Desya Indah Marwiyah Davical Latuperissa, Dandy Defrian, Angga Deswani Panggabean, Deswani Dewi Amaliah Nafiati Dewi Apriyani, Sukma Dewi, RD. D. Lokita Pramesti Dian Candra Prasetyanti, Dian Candra Dipati, Angga Dodi Mulyadi Domikeos, Mahena Efendi, Ashari Elidar Sari Elisa, Erlin Ely Djulia Emi Agustina, Emi Euis Saribanon, Euis Fachrizal Ambia Fadli Fadli Farida Fattah, Farida Faridah, Farah Fatahillah, Fatahillah Fatimah, Wiwin Fazlimi, Fazlimi Febriamto, Adi Febrian, Wenny Desty Feronia, Orenda Olympia Ginting, Agus Gugat, Rudy Max Damara Gultom, Selfi Afriani Gumelar, R Tommy Hakim, Naufal Halim Simatupang Halim, Abd Haq, Chairul Haqq, Muhammad Faliyyul Harahap, Holijah Hardi, Rulli HARIYANTO, MASHUDI Harman, Rika Harmen, Harmen Harun Harun Hasibuan, Beni Saputra Hasibuan, Winda Sri Aton Hasruddin Hayati, Izzah Henky Japina Heriyadi, Dedi Hermalinda, Indah Hiasa, Fina Hierdawati, Trie Hierdawaty, Trie Hubbul Wathan Irmanelly, Irmanelly Irnawan, Roni Iwan Setiadi Jafril Khalil Jaya, Indar Jufri, Lorenza Julianto Julianto Juni S Br Tarigan, Pagit Kasful Anwar Kristi Agust, Kristi Kurniasih, Endah Tri Kusumadi, Kusumadi Laia, Katarina Lailasari Ekaningsih Lesfatia, Engi Lestari, Mira Nur Indah Liem, calven M. Dyan Susila M. Haviz Manik, Nurammah Mansur, Achmad Marel Lisa, Putri Dian Marlinda, Widya Antika Maulana, M. Faisal Mawadda, Iga Michael Michael Mira Rangkuty, Sailana Mizanuddin Sitompul Mufti Sudibyo, Mufti Mughni Sulubara, Seri Muhajir Muhajir, Muhajir Muhamad Sapta Riyaldi, Muhamad Sapta Muhammad Afif Muhammad Irsyad Muhammad Kharis Fadillah Muhammad Qorib Muhammad, Jefano Riezki Mukhaer Pakkanna Mukhlis Mukhlis Muksalmina Muksalmina Munandar, Asep Nurimam Nafri Yanti Nasution, Fanny Fatia Neni Hendaryati Nofianna, Siti Asnida Nofriadi Nofriadi Nopriadi Nopriadi NUGRAHANI, MEIGA Nunung Nurjanah Nuraizah, Andi Siti Nurhairani Nurhairani, Nurhairani Nurhidayat, Bella Rahma Nurul Khasanah, Nurul Oktaviani, Tetra Pahmi Pahmi Pasaribu, Eni Debora Pitri Yandri Pramono, Egi Prasetyo, Muhammad Dody Pratama, Raihan Ade Prayugo, Prayugo Pryla Rochmahwati Purba, Leo Jhon Sinar Putra, Andika R Putri, Mas Fierna Putri, Mega Sobri Putri, Sintia Qadafi, Muamar Radiman, Radiman Rahmat Fauzi Rahmawati, Miftah Sigit Rahmi, Mutia Ramadi Ramadi, Ramadi Rangkuty, Sailana Mira Reschiwati, Reschiwati Restiana, Dwi Reza, Reza Fitriansyah Riahdo Akim Sitio Riana Eka Budiastuti, Riana Eka Riszal, Akhmad Rizal Mukra Rizky, Dinnie Ananda Rosiana, Arriza Avi Rosiska, Evan Rusman Rusman Sabyan, Muhammad Safari, Arief Safrizal Safrizal Sahrani, Khairi Saiful Anwar Salomo Lumban Tobing, Ruben Alpha Salsabillah, Angelia E. Samiran, Samiran Sapriandi, Sapriandi Saputra, Andra Sara, Rineke Sarwono, Sarwit Sawati, Sawati Sawitry, Maryanti Sayahdin, Sayahdin Sembiring, Tamaulina Br. Septiana, Nurlaila Winda Setiawati, Yasinta Dewi Shohenudin, Shohenudin Sigit Apriyanto Silviana, Vina Ayu Silvy Cinthia Adelia Sinaga, Jorfri Boyke Siska Siska Sitanggang, Rohana Siti Munawaro, Siti Siwi, Utari Rachma Solihin Solihin Steven Tan, Steven Suci Rahmawati, Suci Sucipto, Annisa Widya Sukatin, Sukatin Sukmawati, Fitri Dini Supadi Supadi Surya Kusuma Wardana Syafa'at, Arman Tajudin Tajudin Tari, Najwa Rahmanda Tarigan, Sumatera Tauratiya, Tauratiya Tetra Oktaviani Thani, Shira Tiur Merry Bunga Silalahi, Tiur Merry Bunga Tukino, Tukino Umiati, Titik vallerin, anggie Wiarta, Iqra Widia Sri Ardias Wijatiningsih, Testiana Deni WIJAYA WIJAYA, WIJAYA Wijayatiningsih, Testina Deni Willy, Willy Winar, Sri Wiwik Handayani Yanti Budiasih, Yanti Yapari, Denny Yonanda, Ahmad Yulian, Aji Muhammad Yulius Rief Alkhaly Yusnidar Yusnidar Yusrizal Yusrizal Zahra, Laila Thursina Zailani Zailani Zainal Abidin Zainuddin, Zulfa Zebua, Oswald Motani Zohri Hamdani, Zohri Zulfakri Zulfikar Zulfikar Zulfikar, Gilang Zulkarnain Nasution