{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,21]],"date-time":"2026-01-21T17:17:33Z","timestamp":1769015853984,"version":"3.49.0"},"reference-count":54,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2022,1,1]],"date-time":"2022-01-01T00:00:00Z","timestamp":1640995200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"funder":[{"name":"Brazilian National Council for Scientific and Technological Development","award":["309946 \/2020-4"],"award-info":[{"award-number":["309946 \/2020-4"]}]},{"DOI":"10.13039\/501100002322","name":"Coordination for the Improvement of Higher Education Personnel","doi-asserted-by":"crossref","award":["001"],"award-info":[{"award-number":["001"]}],"id":[{"id":"10.13039\/501100002322","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100004809","name":"Funding Authority for Studies and Projects","doi-asserted-by":"crossref","id":[{"id":"10.13039\/501100004809","id-type":"DOI","asserted-by":"crossref"}]},{"DOI":"10.13039\/501100004612","name":"Arauc\u00e1ria Foundation","doi-asserted-by":"crossref","id":[{"id":"10.13039\/501100004612","id-type":"DOI","asserted-by":"crossref"}]},{"name":"Renault"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2022]]},"DOI":"10.1109\/access.2022.3195535","type":"journal-article","created":{"date-parts":[[2022,8,5]],"date-time":"2022-08-05T00:26:09Z","timestamp":1659659169000},"page":"85064-85079","source":"Crossref","is-referenced-by-count":5,"title":["Forecasting the COVID-19 Space-Time Dynamics in Brazil With Convolutional Graph Neural Networks and Transport Modals"],"prefix":"10.1109","volume":"10","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-7881-8414","authenticated-orcid":false,"given":"Lucas C.","family":"Oliveira","sequence":"first","affiliation":[{"name":"Graduate Program in Electrical Engineering, Federal University of Technology–Paraná, Pato Branco, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1574-1293","authenticated-orcid":false,"given":"Jefferson T.","family":"Oliva","sequence":"additional","affiliation":[{"name":"Graduate Program in Electrical Engineering, Federal University of Technology–Paraná, Pato Branco, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-7387-9077","authenticated-orcid":false,"given":"Matheus H. D.","family":"Ribeiro","sequence":"additional","affiliation":[{"name":"Graduate Program in Industrial and Systems Engineering, Federal University of Technology-Paraná, Pato Branco, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1008-7838","authenticated-orcid":false,"given":"Marcelo","family":"Teixeira","sequence":"additional","affiliation":[{"name":"Graduate Program in Electrical Engineering, Federal University of Technology–Paraná, Pato Branco, Brazil"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-1905-4602","authenticated-orcid":false,"given":"Dalcimar","family":"Casanova","sequence":"additional","affiliation":[{"name":"Graduate Program in Electrical Engineering, Federal University of Technology–Paraná, Pato Branco, Brazil"}]}],"member":"263","reference":[{"key":"ref1","volume-title":"Timeline: How Coronavirus Got Started\u2013ABC News","author":"Schumaker","year":"2020"},{"key":"ref2","volume-title":"The Coronavirus Pandemic: A Timeline\u2014The New York Times","author":"Taylor","year":"2021"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2020.110059"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115695"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(20)30566-3"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1136\/bmj.m2980"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115141"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.114848"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3001973"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(20)32137-1"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(20)31142-9"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(20)32007-9"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.114920"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2992341"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.18356\/9789210056281c008"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115797"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2021.115190"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.12662\/2317-3076jhbs.v8i1.3224.p1-7.2020"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TLA.2021.9451238"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.5506\/APhysPolB.51.1853"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/j.physa.2021.126774"},{"key":"ref22","first-page":"1","article-title":"Monitoramento din\u00e2mico e predi\u00e7\u00e3o espa\u00e7o-temporal da COVID-19 usando aprendizagem de m\u00e1quina","volume-title":"Inovation in Biomedical Engineering","volume":"1","author":"Lima","year":"2022"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.chaos.2020.110027"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph17145115"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2997311"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph16071223"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.3390\/ijerph16020222"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2020.2978386"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.2200\/s01045ed1v01y202009aim046"},{"key":"ref30","article-title":"Examining COVID-19 forecasting using spatio-temporal graph neural networks","author":"Kapoor","year":"2020","journal-title":"arXiv:2007.03113"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-022-07757-5"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/TBDATA.2020.3032755"},{"key":"ref33","doi-asserted-by":"crossref","DOI":"10.1016\/j.eswa.2020.113970","article-title":"#stayhome to contain COVID-19: Neuro-SIR\u2014Neurodynamical epidemic modeling of infection patterns in social networks","volume":"165","author":"Lymperopoulos","year":"2021","journal-title":"Expert Syst. Appl."},{"key":"ref34","volume-title":"Bases Cartogr\u00e1ficas Cont\u00ednuas\u2014Brasil","year":"2019"},{"key":"ref35","volume-title":"Log\u00edstica Dos Transportes\u2014Brasil","year":"2014"},{"key":"ref36","volume-title":"Dataset COVID-19","author":"Justen","year":"2020"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.2174\/277243441703221110102821"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.6002\/ect.2020.000e"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-540-72780-4"},{"key":"ref40","volume-title":"LSTM Can Solve Hard Long Time Lag Problems","author":"Hochreiter","year":"1997"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/D14-1179"},{"key":"ref42","first-page":"1","article-title":"Gated graph sequence neural networks","volume-title":"Proc. ICLR","author":"Li"},{"key":"ref43","volume-title":"PyTorch Documentation","year":"2021"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.7326\/M20-0504"},{"key":"ref45","volume-title":"Tempo M\u00e9dio At\u00e9 Morte Por COVID-19 EM UTIs de SP Caiu 4 Dias No \u00faltimo Trimestre","author":"Galzo","year":"2021"},{"key":"ref46","volume-title":"Estudo Mapeia Tempo Que COVID-19 Leva Para Matar Pacientes no Brasil","author":"Garcia","year":"2020"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1007\/s00134-020-05991-x"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1016\/S1473-3099(20)30195-X"},{"key":"ref49","volume-title":"PyTorch Geometric Documentation","year":"2021"},{"key":"ref50","article-title":"sktime: A unified interface for machine learning with time series","volume":"abs\/1909.07872","author":"L\u00f6ning","year":"2019","journal-title":"CoRR"},{"key":"ref51","volume-title":"Cross-Validation Strategies for Time Series Forecasting","author":"Staff","year":"2019"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.4000\/confins.33618"},{"key":"ref53","volume-title":"Minist\u00e9rio Enfrenta \u2018Incidente\u2019 EM Sistemas Que Afeta Atualiza\u00e7\u00e3o de Casos e Mortes da COVID-19","author":"Moreno","year":"2020"},{"key":"ref54","volume-title":"Seis Dias Ap\u00f3s Apag\u00e3o de Dados, Governo de SP Divulga 190 Novas Mortes e 24.936 Novos Casos da COVID-19","author":"Borges","year":"2020"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/9668973\/09846995.pdf?arnumber=9846995","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,3,2]],"date-time":"2024-03-02T04:04:28Z","timestamp":1709352268000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9846995\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022]]},"references-count":54,"URL":"https:\/\/doi.org\/10.1109\/access.2022.3195535","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022]]}}}