{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,28]],"date-time":"2025-08-28T06:40:05Z","timestamp":1756363205800,"version":"3.44.0"},"reference-count":73,"publisher":"World Scientific Pub Co Pte Ltd","issue":"06","funder":[{"DOI":"10.13039\/501100014538","name":"Lembaga Pengelola Dana Pendidikan","doi-asserted-by":"publisher","award":["0001544\/TRP\/D\/PDD-2020"],"award-info":[{"award-number":["0001544\/TRP\/D\/PDD-2020"]}],"id":[{"id":"10.13039\/501100014538","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Int. J. Info. Tech. Dec. Mak."],"published-print":{"date-parts":[[2025,8]]},"abstract":"<jats:p> This research focuses on developing a new decision-making model to evaluate school reopening strategies during the COVID-19 pandemic. The model integrates deep learning and factor analysis to address the urgent need to restart educational services without worsening the health crisis. It starts by gathering time series data from various districts to apply deep learning for predicting virus dynamics, emphasizing feature extraction and hyperparameter optimization. The subsequent phase involves factor analysis to discover key factors influencing virus spread, using outputs from the deep learning step. Based on these factors, clustering methods then sort districts into controllable or vulnerable groups. The final stage combines these analyzes into a deterministic decision model aiding policymakers in crafting school reopening guidelines. The model identifies three primary controllable factors: infection growth rate, reduction in active cases, and lowered mortality rates. Clustering then reveals that three groups are controllable, enabling specific interventions. This model is noteworthy for considering causal links between pandemic metrics and its adaptability to diverse datasets across districts\/subdistricts, offering a scalable solution for decision-makers. The results highlight the importance of local infection trends and tailored data in shaping policies, showing that strong predictive analytics and insight into significant factors are crucial for developing effective, safe school reopening plans. <\/jats:p>","DOI":"10.1142\/s0219622025500191","type":"journal-article","created":{"date-parts":[[2025,2,11]],"date-time":"2025-02-11T10:59:20Z","timestamp":1739271560000},"page":"1685-1715","source":"Crossref","is-referenced-by-count":0,"title":["Predictive Analytics on Time Series Data To Generate A Deterministic Decision Model: A Case Study on School Reopening Safely During The Pandemic"],"prefix":"10.1142","volume":"24","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-2304-647X","authenticated-orcid":false,"given":"Feby Artwodini","family":"Muqtadiroh","sequence":"first","affiliation":[{"name":"Department of Information Systems, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7000-7628","authenticated-orcid":false,"given":"Diana","family":"Purwitasari","sequence":"additional","affiliation":[{"name":"Department of Informatics, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6493-0704","authenticated-orcid":false,"given":"Muhammad Reza","family":"Pahlawan","sequence":"additional","affiliation":[{"name":"Department of Accounting, Sekolah Tinggi Ilmu Ekonomi Indonesia, Surabaya 60118, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-8687-4934","authenticated-orcid":false,"given":"Riris Diana","family":"Rachmayanti","sequence":"additional","affiliation":[{"name":"Department of Health Promotion and Behavioral Sciences, Universitas Airlangga, Surabaya, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0746-0072","authenticated-orcid":false,"given":"Tsuyoshi","family":"Usagawa","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Electrical Engineering, Graduate School of Science and Technology, Kumamoto University, Japan"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1243-3025","authenticated-orcid":false,"given":"Eko Mulyanto","family":"Yuniarno","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering and Computer Engineering, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-8109-6136","authenticated-orcid":false,"given":"Supeno M. S.","family":"Nugroho","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering and Computer Engineering, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6221-7382","authenticated-orcid":false,"given":"Mauridhi Hery","family":"Purnomo","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering and Computer Engineering, Institut Teknologi Sepuluh Nopember, Surabaya 60111, Indonesia"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"219","published-online":{"date-parts":[[2025,3,12]]},"reference":[{"issue":"1","key":"S0219622025500191BIB002","first-page":"1","volume":"10","author":"Allo M. D. G.","year":"2020","journal-title":"Journal of Sinestesia"},{"key":"S0219622025500191BIB003","doi-asserted-by":"publisher","DOI":"10.1016\/j.childyouth.2020.105866"},{"key":"S0219622025500191BIB004","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijedudev.2021.102485"},{"key":"S0219622025500191BIB005","doi-asserted-by":"publisher","DOI":"10.1016\/j.puhe.2021.04.001"},{"key":"S0219622025500191BIB007","doi-asserted-by":"publisher","DOI":"10.2807\/1560-7917.ES.2020.25.21.2000903"},{"issue":"3","key":"S0219622025500191BIB008","first-page":"1","volume":"1","author":"Bender L.","year":"2020","journal-title":"Journal on Education in Emergencies"},{"key":"S0219622025500191BIB009","doi-asserted-by":"publisher","DOI":"10.1111\/cbdd.13761"},{"issue":"8","key":"S0219622025500191BIB010","first-page":"1","volume":"14","author":"Lamba M.","year":"2022","journal-title":"Cureus"},{"key":"S0219622025500191BIB011","doi-asserted-by":"publisher","DOI":"10.1111\/resp.14026"},{"key":"S0219622025500191BIB012","doi-asserted-by":"publisher","DOI":"10.1007\/s10735-020-09915-3"},{"key":"S0219622025500191BIB013","doi-asserted-by":"publisher","DOI":"10.1002\/jmv.27627"},{"key":"S0219622025500191BIB015","doi-asserted-by":"publisher","DOI":"10.53986\/ibjm.2020.0031"},{"key":"S0219622025500191BIB016","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(21)02796-3"},{"key":"S0219622025500191BIB019","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2020.14745"},{"key":"S0219622025500191BIB020","doi-asserted-by":"publisher","DOI":"10.1016\/j.ssmmh.2023.100203"},{"key":"S0219622025500191BIB021","doi-asserted-by":"publisher","DOI":"10.1016\/j.euroecorev.2021.104003"},{"key":"S0219622025500191BIB022","doi-asserted-by":"publisher","DOI":"10.1016\/j.seps.2022.101260"},{"key":"S0219622025500191BIB023","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2020.110336"},{"key":"S0219622025500191BIB024","doi-asserted-by":"publisher","DOI":"10.1109\/IDSTA50958.2020.9264101"},{"key":"S0219622025500191BIB025","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2020.110212"},{"key":"S0219622025500191BIB026","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2020.103795"},{"key":"S0219622025500191BIB027","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3040245"},{"key":"S0219622025500191BIB028","doi-asserted-by":"publisher","DOI":"10.1038\/s41467-020-17971-2"},{"key":"S0219622025500191BIB029","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2998042"},{"key":"S0219622025500191BIB030","doi-asserted-by":"publisher","DOI":"10.1007\/s41666-020-00080-6"},{"key":"S0219622025500191BIB031","doi-asserted-by":"publisher","DOI":"10.1016\/j.future.2020.08.046"},{"key":"S0219622025500191BIB032","doi-asserted-by":"publisher","DOI":"10.1109\/MCE.2020.2992034"},{"key":"S0219622025500191BIB033","doi-asserted-by":"publisher","DOI":"10.1016\/j.jnlssr.2021.04.002"},{"key":"S0219622025500191BIB034","first-page":"1","author":"Ackerman E.","year":"2020","journal-title":"IEEE Spectrum"},{"key":"S0219622025500191BIB035","doi-asserted-by":"publisher","DOI":"10.1016\/j.jjcc.2021.08.006"},{"key":"S0219622025500191BIB036","doi-asserted-by":"publisher","DOI":"10.1016\/j.ifacol.2021.10.466"},{"key":"S0219622025500191BIB038","doi-asserted-by":"publisher","DOI":"10.1016\/S2352-4642(20)30095-X"},{"key":"S0219622025500191BIB040","doi-asserted-by":"publisher","DOI":"10.1016\/j.ssaho.2021.100218"},{"key":"S0219622025500191BIB041","doi-asserted-by":"publisher","DOI":"10.1016\/j.physd.2020.132753"},{"key":"S0219622025500191BIB042","doi-asserted-by":"publisher","DOI":"10.1137\/1.9780898717518.ch10"},{"key":"S0219622025500191BIB043","doi-asserted-by":"publisher","DOI":"10.1109\/TST.2015.7297745"},{"key":"S0219622025500191BIB045","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2020.109946"},{"key":"S0219622025500191BIB046","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijforecast.2020.10.001"},{"key":"S0219622025500191BIB047","first-page":"1","author":"Ardabili S. F.","year":"2020","journal-title":"SSRN Electronic Journal"},{"key":"S0219622025500191BIB048","first-page":"6677314","author":"Ghaderzadeh M.","year":"2021","journal-title":"Journal of Healthcare Engineering"},{"key":"S0219622025500191BIB050","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-021-02352-z"},{"key":"S0219622025500191BIB051","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2021.3078080"},{"key":"S0219622025500191BIB052","first-page":"1","volume":"42","author":"Kim S.","year":"2020","journal-title":"Epidemiology and Health"},{"key":"S0219622025500191BIB053","doi-asserted-by":"publisher","DOI":"10.2196\/18828"},{"issue":"20","key":"S0219622025500191BIB054","first-page":"1","volume":"9","author":"Ratnabali Pal D. K. P.","year":"2020","journal-title":"Applied Sciences"},{"key":"S0219622025500191BIB055","doi-asserted-by":"publisher","DOI":"10.1007\/s10489-021-02359-6"},{"key":"S0219622025500191BIB056","doi-asserted-by":"publisher","DOI":"10.1038\/nature14539"},{"key":"S0219622025500191BIB057","doi-asserted-by":"publisher","DOI":"10.1016\/j.energy.2023.126661"},{"volume-title":"Automated Machine Learning","year":"2020","author":"Hutter F.","key":"S0219622025500191BIB058"},{"key":"S0219622025500191BIB059","doi-asserted-by":"publisher","DOI":"10.1109\/BDCAT50828.2020.00016"},{"key":"S0219622025500191BIB060","doi-asserted-by":"publisher","DOI":"10.1016\/j.jpeds.2020.05.022"},{"key":"S0219622025500191BIB061","doi-asserted-by":"publisher","DOI":"10.1007\/s13312-020-2072-7"},{"key":"S0219622025500191BIB063","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0251242"},{"key":"S0219622025500191BIB064","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2020.110121"},{"key":"S0219622025500191BIB066","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0246120"},{"key":"S0219622025500191BIB067","doi-asserted-by":"publisher","DOI":"10.1016\/j.scitotenv.2020.138762"},{"key":"S0219622025500191BIB068","doi-asserted-by":"publisher","DOI":"10.9781\/ijimai.2020.02.002"},{"key":"S0219622025500191BIB069","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2020.110227"},{"key":"S0219622025500191BIB070","doi-asserted-by":"publisher","DOI":"10.34148\/teknika.v10i1.328"},{"key":"S0219622025500191BIB071","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/1844\/1\/012006"},{"key":"S0219622025500191BIB072","doi-asserted-by":"publisher","DOI":"10.1016\/j.rinp.2021.104137"},{"key":"S0219622025500191BIB073","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2022.119140"},{"issue":"1","key":"S0219622025500191BIB074","first-page":"64","volume":"6","author":"Adamu H. A.","year":"2019","journal-title":"International Journal of Engineering and Applied Sciences"},{"key":"S0219622025500191BIB077","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3001973"},{"key":"S0219622025500191BIB078","doi-asserted-by":"publisher","DOI":"10.1016\/j.rinp.2021.104495"},{"key":"S0219622025500191BIB079","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2021.103791"},{"key":"S0219622025500191BIB080","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2020.106912"},{"volume-title":"Neural Networks with R: Smart Models using CNN RNN Deep Learning and Artificial Intelligence Principles","year":"2017","author":"Giuseppe C.","key":"S0219622025500191BIB081"},{"key":"S0219622025500191BIB082","doi-asserted-by":"publisher","DOI":"10.1016\/j.jadohealth.2012.06.015"},{"key":"S0219622025500191BIB083","doi-asserted-by":"publisher","DOI":"10.1016\/j.fuel.2022.127304"},{"key":"S0219622025500191BIB084","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2009.09.011"},{"key":"S0219622025500191BIB085","doi-asserted-by":"publisher","DOI":"10.1016\/j.jobb.2021.06.003"},{"key":"S0219622025500191BIB086","doi-asserted-by":"publisher","DOI":"10.1016\/j.epidem.2021.100499"}],"container-title":["International Journal of Information Technology &amp; Decision Making"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.worldscientific.com\/doi\/pdf\/10.1142\/S0219622025500191","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,28]],"date-time":"2025-08-28T06:27:21Z","timestamp":1756362441000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.worldscientific.com\/doi\/10.1142\/S0219622025500191"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,3,12]]},"references-count":73,"journal-issue":{"issue":"06","published-print":{"date-parts":[[2025,8]]}},"alternative-id":["10.1142\/S0219622025500191"],"URL":"https:\/\/doi.org\/10.1142\/s0219622025500191","relation":{},"ISSN":["0219-6220","1793-6845"],"issn-type":[{"type":"print","value":"0219-6220"},{"type":"electronic","value":"1793-6845"}],"subject":[],"published":{"date-parts":[[2025,3,12]]}}}