{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,5,24]],"date-time":"2025-05-24T05:07:20Z","timestamp":1748063240862,"version":"3.37.3"},"reference-count":31,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"funder":[{"DOI":"10.13039\/100014440","name":"Ministerio de Ciencia, Innovaci?n y Universidades","doi-asserted-by":"publisher","award":["PID2022-137646OB-C33"],"award-info":[{"award-number":["PID2022-137646OB-C33"]}],"id":[{"id":"10.13039\/100014440","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2024]]},"DOI":"10.1109\/access.2024.3490396","type":"journal-article","created":{"date-parts":[[2024,11,1]],"date-time":"2024-11-01T17:25:30Z","timestamp":1730481930000},"page":"162399-162411","source":"Crossref","is-referenced-by-count":1,"title":["A Perspective on the Missing at Random Problem: Synthetic Generation and Benchmark Analysis"],"prefix":"10.1109","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-1005-4788","authenticated-orcid":false,"given":"Juan-Francisco","family":"Cabrera-S\u00e1nchez","sequence":"first","affiliation":[{"name":"Department of Computer Science and Engineering, University of C&#x00E1;diz, Puerto Real, C&#x00E1;diz, Spain"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-1735-0771","authenticated-orcid":false,"given":"Ricardo","family":"Cardoso Pereira","sequence":"additional","affiliation":[{"name":"Miguel Torga Institute of Higher Education, Coimbra, Portugal"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9278-8194","authenticated-orcid":false,"given":"Pedro","family":"Henriques Abreu","sequence":"additional","affiliation":[{"name":"Department of Informatics Engineering, Centre for Informatics and Systems, University of Coimbra, Coimbra, Portugal"}]},{"given":"Esther-Lydia","family":"Silva-Ram\u00edrez","sequence":"additional","affiliation":[{"name":"Department of Computer Science and Engineering, University of C&#x00E1;diz, Puerto Real, C&#x00E1;diz, Spain"}]}],"member":"263","reference":[{"doi-asserted-by":"publisher","key":"ref1","DOI":"10.1002\/9781119013563"},{"doi-asserted-by":"publisher","key":"ref2","DOI":"10.1109\/JBHI.2022.3172656"},{"doi-asserted-by":"publisher","key":"ref3","DOI":"10.1016\/j.compbiomed.2015.02.006"},{"doi-asserted-by":"publisher","key":"ref4","DOI":"10.1016\/j.neucom.2018.08.067"},{"doi-asserted-by":"publisher","key":"ref5","DOI":"10.1207\/S15328007SEM0803_5"},{"key":"ref6","doi-asserted-by":"crossref","first-page":"108","DOI":"10.1016\/j.ecolind.2011.04.023","article-title":"A global water quality index and hot-deck imputation of missing data","volume":"17","author":"Srebotnjak","year":"2012","journal-title":"Ecol. Indicators"},{"doi-asserted-by":"publisher","key":"ref7","DOI":"10.1038\/s41597-020-0483-x"},{"doi-asserted-by":"publisher","key":"ref8","DOI":"10.1016\/j.artmed.2010.05.002"},{"doi-asserted-by":"publisher","key":"ref9","DOI":"10.1016\/j.neunet.2010.09.008"},{"doi-asserted-by":"publisher","key":"ref10","DOI":"10.1093\/bioinformatics\/btr597"},{"doi-asserted-by":"publisher","key":"ref11","DOI":"10.1109\/CVPR.2017.624"},{"doi-asserted-by":"publisher","key":"ref12","DOI":"10.1016\/j.trc.2016.09.015"},{"key":"ref13","first-page":"1596","article-title":"Multivariate time series imputation with generative adversarial networks","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","volume":"31","author":"Luo"},{"key":"ref14","first-page":"5689","article-title":"GAIN: Missing data imputation using generative adversarial nets","volume-title":"Proc. 35th Int. Conf. Mach. Learn.","author":"Yoon"},{"key":"ref15","first-page":"1651","article-title":"GP-VAE: Deep probabilistic time series imputation","volume-title":"Proc. Int. Conf. Artif. Intell. Statist.","author":"Fortuin"},{"doi-asserted-by":"publisher","key":"ref16","DOI":"10.1109\/ACCESS.2019.2891360"},{"doi-asserted-by":"publisher","key":"ref17","DOI":"10.1016\/j.patcog.2017.04.005"},{"doi-asserted-by":"publisher","key":"ref18","DOI":"10.1080\/00949655.2018.1491577"},{"doi-asserted-by":"publisher","key":"ref19","DOI":"10.1016\/j.patrec.2021.11.011"},{"doi-asserted-by":"publisher","key":"ref20","DOI":"10.3389\/fdata.2021.693674"},{"key":"ref21","first-page":"529","article-title":"JENGA\u2014A framework to study the impact of data errors on the predictions of machine learning models","volume-title":"Proc. Int. Conf. Extending Database Technol.","author":"Schelter"},{"doi-asserted-by":"publisher","key":"ref22","DOI":"10.1186\/s12874-021-01272-3"},{"doi-asserted-by":"publisher","key":"ref23","DOI":"10.1016\/j.eswa.2023.120201"},{"doi-asserted-by":"publisher","key":"ref24","DOI":"10.1007\/s10489-010-0244-1"},{"doi-asserted-by":"publisher","key":"ref25","DOI":"10.1080\/08839510902872223"},{"doi-asserted-by":"publisher","key":"ref26","DOI":"10.1016\/j.eswa.2024.123654"},{"doi-asserted-by":"publisher","key":"ref27","DOI":"10.1145\/2641190.2641198"},{"key":"ref28","first-page":"7130","article-title":"Missing data imputation using optimal transport","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Muzellec"},{"doi-asserted-by":"publisher","key":"ref29","DOI":"10.1016\/j.eswa.2017.07.026"},{"doi-asserted-by":"publisher","key":"ref30","DOI":"10.1002\/int.21833"},{"issue":"77","key":"ref31","first-page":"1","article-title":"Time for a change: A tutorial for comparing multiple classifiers through Bayesian analysis","volume":"18","author":"Benavoli","year":"2017","journal-title":"J. Mach. Learn. Res."}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10380310\/10741276.pdf?arnumber=10741276","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,11,27]],"date-time":"2024-11-27T11:45:18Z","timestamp":1732707918000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10741276\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"references-count":31,"URL":"https:\/\/doi.org\/10.1109\/access.2024.3490396","relation":{},"ISSN":["2169-3536"],"issn-type":[{"type":"electronic","value":"2169-3536"}],"subject":[],"published":{"date-parts":[[2024]]}}}