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A Literature Review on Intelligent Services Applied to Distance Learning

2021-10-21Journal article Open access
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dc.contributor.authorMartins Da Silva, Lidia
dc.contributor.authorPfeiffer Salomão Dias, Lucas
dc.contributor.authorRigo, Sandro
dc.contributor.authorBarbosa, Jorge
dc.contributor.authorLeithardt, Daiana
dc.contributor.authorLEITHARDT, VALDERI
dc.date.accessioned2021-10-26T10:47:16ZPT
dc.date.available2021-10-26T10:47:16ZPT
dc.date.issued2021-10-21PT
dc.date.updated2021-10-26T08:28:40ZPT
dc.description.abstractDistance learning has assumed a relevant role in the educational scenario. The use of Virtual Learning Environments contributes to obtaining a substantial amount of educational data. In this sense, the analyzed data generate knowledge used by institutions to assist managers and professors in strategic planning and teaching. The discovery of students’ behaviors enables a wide variety of intelligent services for assisting in the learning process. This article presents a literature review in order to identify the intelligent services applied in distance learning. The research covers the period from January 2010 to May 2021. The initial search found 1316 articles, among which 51 were selected for further studies. Considering the selected articles, 33% (17/51) focus on learning systems, 35% (18/51) propose recommendation systems, 26% (13/51) approach predictive systems or models, and 6% (3/51) use assessment tools. This review allowed for the observation that the principal services offered are recommendation systems and learning systems. In these services, the analysis of student profiles stands out to identify patterns of behavior, detect low performance, and identify probabilities of dropouts from courses.pt_PT
dc.description.sponsorshipGRANT_NUMBER: 32020
dc.description.versioninfo:eu-repo/semantics/publishedVersionpt_PT
dc.identifier.doi10.3390/educsci11110666pt_PT
dc.identifier.issn2227-7102PT
dc.identifier.slugcv-prod-2603934en
dc.identifier.urihttp://hdl.handle.net/10400.26/37807PT
dc.language.isoengpt_PT
dc.relationResearch Center for Endogenous Resource Valorization
dc.relationCOPELABS - Cognitive and People-centric Computing R&D Unit
dc.subjectdistance learningpt_PT
dc.subjectintelligent servicespt_PT
dc.subjectliterature reviewpt_PT
dc.subjectvirtual learning environmentspt_PT
dc.titleA Literature Review on Intelligent Services Applied to Distance Learningpt_PT
dc.typejournal article
dspace.entity.typePublication
oaire.awardTitleResearch Center for Endogenous Resource Valorization
oaire.awardTitleCOPELABS - Cognitive and People-centric Computing R&D Unit
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDB%2F05064%2F2020/PT
oaire.awardURIinfo:eu-repo/grantAgreement/FCT/6817 - DCRRNI ID/UIDB%2F04111%2F2020/PT
oaire.citation.conferencePlaceSuiçapt_PT
oaire.citation.issue11pt_PT
oaire.citation.startPage666pt_PT
oaire.citation.titleEducation Sciencespt_PT
oaire.citation.volume11pt_PT
oaire.fundingStream6817 - DCRRNI ID
oaire.fundingStream6817 - DCRRNI ID
person.familyNameMartins da Silva
person.familyNamePfeiffer Salomão Dias
person.familyNameRigo
person.familyNameBarbosa
person.familyNameLeithardt
person.familyNameREIS QUIETINHO LEITHARDT
person.givenNameLidia
person.givenNameLucas
person.givenNameSandro
person.givenNameJorge
person.givenNameDaiana
person.givenNameVALDERI
person.identifier1084646
person.identifierJsOq45sAAAAJ&hl=pt-PT
person.identifier.ciencia-idB816-DCE1-97D8
person.identifier.ciencia-id0614-5834-E7F3
person.identifier.orcid0000-0002-9480-8005
person.identifier.orcid0000-0001-9560-0874
person.identifier.orcid0000-0002-9539-6874
person.identifier.orcid0000-0002-0358-2056
person.identifier.orcid0000-0002-4514-1371
person.identifier.orcid0000-0003-0446-9271
person.identifier.scopus-author-id8375489800
person.identifier.scopus-author-id35303109600
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.identifierhttp://doi.org/10.13039/501100001871
project.funder.nameFundação para a Ciência e a Tecnologia
project.funder.nameFundação para a Ciência e a Tecnologia
rcaap.cv.cienciaid0614-5834-E7F3 | VALDERI REIS QUIETINHO LEITHARDTPT
rcaap.rightsopenAccesspt_PT
rcaap.typearticlept_PT
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