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All Journal Syntax Jurnal Informatika TELKOMNIKA (Telecommunication Computing Electronics and Control) Jurnal Sistem dan Informatika JIKO (Jurnal Informatika dan Komputer) Informatika Pertanian Jurnal Sains dan Informatika JOURNAL OF APPLIED INFORMATICS AND COMPUTING SELAPARANG: Jurnal Pengabdian Masyarakat Berkemajuan Jurnal Informatika Universitas Pamulang J-SAKTI (Jurnal Sains Komputer dan Informatika) EDUMATIC: Jurnal Pendidikan Informatika JISKa (Jurnal Informatika Sunan Kalijaga) JATI (Jurnal Mahasiswa Teknik Informatika) Abdimasku : Jurnal Pengabdian Masyarakat Jurnal Teknologi Informatika dan Komputer Jurnal Ilmiah Wahana Pendidikan International Journal of Basic and Applied Science J-SAKTI (Jurnal Sains Komputer dan Informatika) CEBONG Journal Jurnal Informatika Polinema (JIP)
Budi Arif Dermawan
Universitas Singaperbangsa Karawang
Religion Agriculture, Biological Sciences & Forestry Civil Engineering, Building, Construction & Architecture Computer Science & IT Control & Systems Engineering Decision Sciences, Operations Research & Management Economics, Econometrics & Finance Education Electrical & Electronics Engineering Energy Engineering Environmental Science Health Professions Industrial & Manufacturing Engineering Languange, Linguistic, Communication & Media Law, Crime, Criminology & Criminal Justice Library & Information Science Mathematics Medicine & Pharmacology Nursing Physics Public Health Social Sciences Other

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Journal : International Journal of Basic and Applied Science

 1 
A bayesian dynamic latent state model for predicting infant sleep-wake patterns under daily massage intervention A , Galih Prakoso Rizky; Rasenda, Rasenda; Dermawan, Budi Arif; Arifuddin, Nurul Afifah; Alrasyid , Wildan
International Journal of Basic and Applied Science Vol. 14 No. 1 (2025): Computer Science, Engineering, Basic and Applied mathematics Science
Publisher : Institute of Computer Science (IOCS)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.35335/ijobas.v14i1.699

Abstract

Sleep disturbances in infants present a persistent challenge for caregivers and healthcare providers. This study proposes a Bayesian Dynamic Latent State Model to predict infant sleep-wake patterns in response to daily massage, a non-pharmacological intervention. The model captures latent sleep propensity as a dynamic hidden process influenced by current and previous massages, individual random effects, and autoregressive components. Observed outcomes include nocturnal sleep duration and nighttime awakenings, modeled using Gaussian and Poisson distributions respectively. Through numerical simulations and a real-world case study, the model demonstrates clear benefits: average nocturnal sleep duration increased by approximately 1.2–1.5 hours, while nighttime awakenings decreased by about 35–40% on intervention days, with residual improvements on subsequent days. Compared to traditional static and time-series models, the proposed Bayesian approach provides greater flexibility in handling uncertainty, explicitly models carry-over effects, and integrates individual heterogeneity in sleep responses contributions that have not been fully addressed in prior infant sleep studies. This research thus advances the scientific understanding of dynamic, intervention-driven sleep processes, while also offering practical implications for evidence-based pediatric nursing and personalized infant care strategies. While promising, validation is currently limited to a small dataset and simplified assumptions. Future work will involve larger-scale testing, incorporation of additional external factors, and benchmarking against alternative machine learning models.
Co-Authors Adhi Rizal Agung Siswoyo Aini Lailla Asri, Nur Alfafisabil, Wahyu Alfanda Novebrian Maharadja Aliffia Kulsumarwati Alrasyid , Wildan Anggara, Jerry Anis Fitri Nur Masruriyah Apriade Voutama Betha Nurina Sari Carudin Cika Oktavia Daffa Rafif Agustian Dwi Ely Kurniawan Eddy Ryansyah Erliza Hambali Fuza Putra Arwanda Haerudin Hannie, Hannie Hengki Tamando Sihotang Ibnu Adam, Riza Ikhsal, Muhammad Fachry Intan Purnamasari Iqbal Maulana Iqbal Maulana Isy Karima Fauzia LILIK BUDIPRASETYO Loemongga Oktaria Sihombing Muhammad Hilmi Syarif Nana Mulyana Maghfur Natcha Kwintarini Suparman Nur Padilah, Tesa Nurul Afifah Arifuddin Permatasari, Ismi Aprilianti Putri Dwi Rahayu Putri, Dyas Rahma Rasenda, Rasenda Renaldy Permana Sidiq Rijal Abdulhakim Riza Ibnu Adam, Riza Ibnu Rizky A, Galih Prakoso Rohanah, Aan Sofi Defiyanti Sukarno Wijaya, Nanda Susilawati Susilawati Syafi'i, Muhammad Tesa Nur Padilah Tesa Nur Padilah Wahyu Alfafisabil Yuyun Umaidah