BIG-INVENTE, TOWARDS AN ADAPTIVE LEARNING APPROACH FOR DISTANCE EDUCATION USING DATA MINING TECHNOLOGIES AND BIG DATA

Detalhes bibliográficos
Autor(a) principal: de Oliveira, Antonio Mauro Barbosa
Data de Publicação: 2015
Outros Autores: Ramos, Ronaldo Fernandes, Oliveira, Carina Teixeira, Queiroz Neto, Eliezio Gomes
Tipo de documento: Artigo
Idioma: por
Título da fonte: Conexões : Ciência e Tecnologia (Fortaleza. Online)
Texto Completo: http://conexoes.ifce.edu.br/index.php/conexoes/article/view/730
Resumo: Nowadays, the learning systems are changing from teacher-centered to learner-centered paradigm although entire education system platforms and even traditional distance education systems continues to adopt the classical way. At this time, in order to have a higher level of  education system personalization, it is necessary the upgrade of learning platforms as the theories of learning evolve. In this article, we show the evolution of the INVENTE platform since its initial conception in 2000 to the present days. The major change that must occurs in its structure is the ability to work with both paradigm  using machine learning techniques for modeling the student and allowing the content construction  from the huge collections of data available in the web, more exactly in the big data context.  The challenge of the BIG-INVENTE is to use these technologies (data mining and big data) in order to customize and make more efficient the learning process. 
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spelling BIG-INVENTE, TOWARDS AN ADAPTIVE LEARNING APPROACH FOR DISTANCE EDUCATION USING DATA MINING TECHNOLOGIES AND BIG DATANowadays, the learning systems are changing from teacher-centered to learner-centered paradigm although entire education system platforms and even traditional distance education systems continues to adopt the classical way. At this time, in order to have a higher level of  education system personalization, it is necessary the upgrade of learning platforms as the theories of learning evolve. In this article, we show the evolution of the INVENTE platform since its initial conception in 2000 to the present days. The major change that must occurs in its structure is the ability to work with both paradigm  using machine learning techniques for modeling the student and allowing the content construction  from the huge collections of data available in the web, more exactly in the big data context.  The challenge of the BIG-INVENTE is to use these technologies (data mining and big data) in order to customize and make more efficient the learning process. Instituto Federal de Educação, Ciência e Tecnologia do Ceará (IFCE)CNPqde Oliveira, Antonio Mauro BarbosaRamos, Ronaldo FernandesOliveira, Carina TeixeiraQueiroz Neto, Eliezio Gomes2015-02-23info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttp://conexoes.ifce.edu.br/index.php/conexoes/article/view/73010.21439/conexoes.v9i1.730Conexões - Ciência e Tecnologia; v. 9, n. 1 (2015)2176-01441982-176Xreponame:Conexões : Ciência e Tecnologia (Fortaleza. Online)instname:Instituto Federal de Educação, Ciência e Tecnologia do Ceará (IFCE)instacron:IFCEporhttp://conexoes.ifce.edu.br/index.php/conexoes/article/view/730/554info:eu-repo/semantics/openAccess2022-08-22T12:53:10Zoai:ojs.pkp.sfu.ca:article/730Revistahttp://conexoes.ifce.edu.br/index.php/conexoesPUBhttp://conexoes.ifce.edu.br/index.php/conexoes/oaiconexoes@ifce.edu.br2176-01441982-176Xopendoar:2022-08-22T12:53:10Conexões : Ciência e Tecnologia (Fortaleza. Online) - Instituto Federal de Educação, Ciência e Tecnologia do Ceará (IFCE)false
dc.title.none.fl_str_mv BIG-INVENTE, TOWARDS AN ADAPTIVE LEARNING APPROACH FOR DISTANCE EDUCATION USING DATA MINING TECHNOLOGIES AND BIG DATA
title BIG-INVENTE, TOWARDS AN ADAPTIVE LEARNING APPROACH FOR DISTANCE EDUCATION USING DATA MINING TECHNOLOGIES AND BIG DATA
spellingShingle BIG-INVENTE, TOWARDS AN ADAPTIVE LEARNING APPROACH FOR DISTANCE EDUCATION USING DATA MINING TECHNOLOGIES AND BIG DATA
de Oliveira, Antonio Mauro Barbosa
title_short BIG-INVENTE, TOWARDS AN ADAPTIVE LEARNING APPROACH FOR DISTANCE EDUCATION USING DATA MINING TECHNOLOGIES AND BIG DATA
title_full BIG-INVENTE, TOWARDS AN ADAPTIVE LEARNING APPROACH FOR DISTANCE EDUCATION USING DATA MINING TECHNOLOGIES AND BIG DATA
title_fullStr BIG-INVENTE, TOWARDS AN ADAPTIVE LEARNING APPROACH FOR DISTANCE EDUCATION USING DATA MINING TECHNOLOGIES AND BIG DATA
title_full_unstemmed BIG-INVENTE, TOWARDS AN ADAPTIVE LEARNING APPROACH FOR DISTANCE EDUCATION USING DATA MINING TECHNOLOGIES AND BIG DATA
title_sort BIG-INVENTE, TOWARDS AN ADAPTIVE LEARNING APPROACH FOR DISTANCE EDUCATION USING DATA MINING TECHNOLOGIES AND BIG DATA
author de Oliveira, Antonio Mauro Barbosa
author_facet de Oliveira, Antonio Mauro Barbosa
Ramos, Ronaldo Fernandes
Oliveira, Carina Teixeira
Queiroz Neto, Eliezio Gomes
author_role author
author2 Ramos, Ronaldo Fernandes
Oliveira, Carina Teixeira
Queiroz Neto, Eliezio Gomes
author2_role author
author
author
dc.contributor.none.fl_str_mv CNPq
dc.contributor.author.fl_str_mv de Oliveira, Antonio Mauro Barbosa
Ramos, Ronaldo Fernandes
Oliveira, Carina Teixeira
Queiroz Neto, Eliezio Gomes
description Nowadays, the learning systems are changing from teacher-centered to learner-centered paradigm although entire education system platforms and even traditional distance education systems continues to adopt the classical way. At this time, in order to have a higher level of  education system personalization, it is necessary the upgrade of learning platforms as the theories of learning evolve. In this article, we show the evolution of the INVENTE platform since its initial conception in 2000 to the present days. The major change that must occurs in its structure is the ability to work with both paradigm  using machine learning techniques for modeling the student and allowing the content construction  from the huge collections of data available in the web, more exactly in the big data context.  The challenge of the BIG-INVENTE is to use these technologies (data mining and big data) in order to customize and make more efficient the learning process. 
publishDate 2015
dc.date.none.fl_str_mv 2015-02-23
dc.type.none.fl_str_mv
dc.type.driver.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.uri.fl_str_mv http://conexoes.ifce.edu.br/index.php/conexoes/article/view/730
10.21439/conexoes.v9i1.730
url http://conexoes.ifce.edu.br/index.php/conexoes/article/view/730
identifier_str_mv 10.21439/conexoes.v9i1.730
dc.language.iso.fl_str_mv por
language por
dc.relation.none.fl_str_mv http://conexoes.ifce.edu.br/index.php/conexoes/article/view/730/554
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Instituto Federal de Educação, Ciência e Tecnologia do Ceará (IFCE)
publisher.none.fl_str_mv Instituto Federal de Educação, Ciência e Tecnologia do Ceará (IFCE)
dc.source.none.fl_str_mv Conexões - Ciência e Tecnologia; v. 9, n. 1 (2015)
2176-0144
1982-176X
reponame:Conexões : Ciência e Tecnologia (Fortaleza. Online)
instname:Instituto Federal de Educação, Ciência e Tecnologia do Ceará (IFCE)
instacron:IFCE
instname_str Instituto Federal de Educação, Ciência e Tecnologia do Ceará (IFCE)
instacron_str IFCE
institution IFCE
reponame_str Conexões : Ciência e Tecnologia (Fortaleza. Online)
collection Conexões : Ciência e Tecnologia (Fortaleza. Online)
repository.name.fl_str_mv Conexões : Ciência e Tecnologia (Fortaleza. Online) - Instituto Federal de Educação, Ciência e Tecnologia do Ceará (IFCE)
repository.mail.fl_str_mv conexoes@ifce.edu.br
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