Sistema de recomendação de tags aplicado na catalogação de recursos de aprendizagem

Detalhes bibliográficos
Ano de defesa: 2014
Autor(a) principal: Amaral, Anderson Roque do
Orientador(a): Zaina, Luciana Aparecida Martinez lattes
Banca de defesa: Bressan, Graça lattes, Gonzalez, Sahudy Montenegro lattes
Tipo de documento: Dissertação
Tipo de acesso: Acesso aberto
Idioma: por
Instituição de defesa: Universidade Federal de São Carlos
Programa de Pós-Graduação: Programa de Pós-Graduação em Ciência da Computação - PPGCC-So
Departamento: Não Informado pela instituição
País: BR
Palavras-chave em Português:
Palavras-chave em Inglês:
Área do conhecimento CNPq:
Link de acesso: https://repositorio.ufscar.br/handle/20.500.14289/631
Resumo: Aspects of social tagging have been studied in the last years aiming at addressing concepts, applicability and techniques related to the generation and management of tags as key elements for the resource research and classification. Social tagging has been recognized as an important alternative for the description of resources available on the Web. Concerning on the rapid growth of resources and their information on the Web, it has become increasingly difficult to find and organize such massive data by traditional methods as based on directories classification. The process of social tagging has been investigated to improve the cataloging of resources, being recommendation algorithms of tags, visualization techniques and automatic generation of tags, among others have been explored for this purpose. Within the e-learning context, the social tagging may assist on building of metadata of learning objects. Thus, all the advantages linked to this model of resources organization, has emerged as solutions for e-learning systems. The main contribuition of a teaching-learning environment is the creation, storing and maintenance of the catalog of learning resources that can be checked and updated continuously. This work proposes a tags recommendation system, improving the process of cataloguing of learning resources on the web. Three experiments were carried out with technician students of a informatics course to validate the proposal: the first one examined the social tagging activity without using the tag recommendation system; the second one was conducted to evaluate the tagging activity, but including the tags recommendation system; and the third one verified the students navigation from the tagged resources created from the first and the second experiment, in order to check that the support of the recommendation was effective in the descriptor vocabulary of the resource.
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spelling Amaral, Anderson Roque doZaina, Luciana Aparecida Martinezhttp://lattes.cnpq.br/0192085115595443Bressan, Graçahttp://lattes.cnpq.br/5596411109707542Gonzalez, Sahudy Montenegrohttp://lattes.cnpq.br/9826346918182685http://lattes.cnpq.br/94421708365018686dee7add-b6cf-450c-88ae-4ec22d9b22e82016-06-02T19:07:09Z2015-10-132016-06-02T19:07:09Z2014-12-03AMARAL, Anderson Roque do. Tags recommendation system applied on the cataloguing os learning resources. 2014. 79 f. Dissertação (Mestrado em Ciências Exatas) - Universidade Federal de São Carlos, Sorocaba, 2014.https://repositorio.ufscar.br/handle/20.500.14289/631Aspects of social tagging have been studied in the last years aiming at addressing concepts, applicability and techniques related to the generation and management of tags as key elements for the resource research and classification. Social tagging has been recognized as an important alternative for the description of resources available on the Web. Concerning on the rapid growth of resources and their information on the Web, it has become increasingly difficult to find and organize such massive data by traditional methods as based on directories classification. The process of social tagging has been investigated to improve the cataloging of resources, being recommendation algorithms of tags, visualization techniques and automatic generation of tags, among others have been explored for this purpose. Within the e-learning context, the social tagging may assist on building of metadata of learning objects. Thus, all the advantages linked to this model of resources organization, has emerged as solutions for e-learning systems. The main contribuition of a teaching-learning environment is the creation, storing and maintenance of the catalog of learning resources that can be checked and updated continuously. This work proposes a tags recommendation system, improving the process of cataloguing of learning resources on the web. Three experiments were carried out with technician students of a informatics course to validate the proposal: the first one examined the social tagging activity without using the tag recommendation system; the second one was conducted to evaluate the tagging activity, but including the tags recommendation system; and the third one verified the students navigation from the tagged resources created from the first and the second experiment, in order to check that the support of the recommendation was effective in the descriptor vocabulary of the resource.Aspectos da marca¸c ao social t em sido estudados nos ´ultimos anos com o objetivo de abordar conceitos, aplicabilidade e t´ecnicas relacionadas `a gera¸c ao e gest ao de tags como elementos-chave para a pesquisa de recursos e classifica¸c ao. A marca¸c ao social tem sido reconhecida como uma importante alternativa para a descri¸c ao dos recursos dispon´ıveis na Web. No que diz respeito sobre o r´apido crescimento dos recursos e suas informa¸c oes na Web, tornou-se cada vez mais dif´ıcil de encontrar e organizar essa grande massa de dados por m´etodos tradicionais com base na classifica¸c ao em diret´orios. O processo de marca¸c ao social tem sido investigado para melhorar a cataloga¸c ao de recursos, sendo que estrat´egias como algoritmos de recomenda¸c ao de tags, t´ecnicas de visualiza¸c ao e gera¸c ao autom´atica de tags, entre outras foram exploradas para esta finalidade. Dentro do contexto de e-learning, a marca¸c ao social pode ajudar na constru¸c ao de metadados de objetos de aprendizagem. Assim, todas as vantagens associadas a este modelo de organiza¸c ao de recursos, surgiu como solu¸c ao para sistemas de e-learning. A principal contribui¸c ao de um ambiente de ensino-aprendizagem ´e a cria¸c ao, armazenamento e manuten¸c ao do cat´alogo de recursos de aprendizagem que pode ser verificado e atualizado continuamente. Este trabalho prop oe um sistema de recomenda¸c ao de tags, melhorando o processo de cataloga¸c ao de recursos de aprendizagem na Web. Tr es experimentos foram realizados com os alunos de um curso t´ecnico de inform´atica para validar a proposta: o primeiro examinou a atividade de marca¸c ao social sem usar o sistema de recomenda¸c ao de tags; o segundo foi realizado para avaliar a atividade de marca¸c ao, mas incluindo o sistema de recomenda¸c ao de tags; e o terceiro verificou a navega¸c ao dos estudantes a partir dos recursos marcados e criados a partir do primeiro e do segundo experimentos, a fim de verificar que o apoio da recomenda¸c ao foi eficaz no vocabul´ario descritor dos recursos.application/pdfporUniversidade Federal de São CarlosPrograma de Pós-Graduação em Ciência da Computação - PPGCC-SoUFSCarBRFolksonomiaMarcação socialMarcação colaborativaObjetos de aprendizagemFolksonomySocial taggingCollaborative taggingLearning objectsCIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAOSistema de recomendação de tags aplicado na catalogação de recursos de aprendizagemTags recommendation system applied on the cataloguing os learning resourcesinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/masterThesis-1-11eae48ea-beb5-4a87-b274-5849bf5be5dcinfo:eu-repo/semantics/openAccessreponame:Repositório Institucional da UFSCARinstname:Universidade Federal de São Carlos (UFSCAR)instacron:UFSCARORIGINALAMARAL_Anderson_2014.pdfapplication/pdf3835882https://repositorio.ufscar.br/bitstreams/2b2a4410-074e-46a8-a26d-39b10e33c502/download2fdc6c0cc705277a06fbcce246dd4b79MD51trueAnonymousREADTEXTAMARAL_Anderson_2014.pdf.txtAMARAL_Anderson_2014.pdf.txtExtracted texttext/plain0https://repositorio.ufscar.br/bitstreams/db879f06-bb40-4494-b097-d697b1213a7b/downloadd41d8cd98f00b204e9800998ecf8427eMD54falseAnonymousREADTHUMBNAILAMARAL_Anderson_2014.pdf.jpgAMARAL_Anderson_2014.pdf.jpgIM Thumbnailimage/jpeg6802https://repositorio.ufscar.br/bitstreams/af8159d5-179a-4373-9364-299363afaa16/downloadeb4baef4d20e69eb8dd4f54c7e806b3eMD55falseAnonymousREAD20.500.14289/6312025-02-05 15:40:36.486open.accessoai:repositorio.ufscar.br:20.500.14289/631https://repositorio.ufscar.brRepositório InstitucionalPUBhttps://repositorio.ufscar.br/oai/requestrepositorio.sibi@ufscar.bropendoar:43222025-02-05T18:40:36Repositório Institucional da UFSCAR - Universidade Federal de São Carlos (UFSCAR)false
dc.title.por.fl_str_mv Sistema de recomendação de tags aplicado na catalogação de recursos de aprendizagem
dc.title.alternative.eng.fl_str_mv Tags recommendation system applied on the cataloguing os learning resources
title Sistema de recomendação de tags aplicado na catalogação de recursos de aprendizagem
spellingShingle Sistema de recomendação de tags aplicado na catalogação de recursos de aprendizagem
Amaral, Anderson Roque do
Folksonomia
Marcação social
Marcação colaborativa
Objetos de aprendizagem
Folksonomy
Social tagging
Collaborative tagging
Learning objects
CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO
title_short Sistema de recomendação de tags aplicado na catalogação de recursos de aprendizagem
title_full Sistema de recomendação de tags aplicado na catalogação de recursos de aprendizagem
title_fullStr Sistema de recomendação de tags aplicado na catalogação de recursos de aprendizagem
title_full_unstemmed Sistema de recomendação de tags aplicado na catalogação de recursos de aprendizagem
title_sort Sistema de recomendação de tags aplicado na catalogação de recursos de aprendizagem
author Amaral, Anderson Roque do
author_facet Amaral, Anderson Roque do
author_role author
dc.contributor.authorlattes.por.fl_str_mv http://lattes.cnpq.br/9442170836501868
dc.contributor.author.fl_str_mv Amaral, Anderson Roque do
dc.contributor.advisor1.fl_str_mv Zaina, Luciana Aparecida Martinez
dc.contributor.advisor1Lattes.fl_str_mv http://lattes.cnpq.br/0192085115595443
dc.contributor.referee1.fl_str_mv Bressan, Graça
dc.contributor.referee1Lattes.fl_str_mv http://lattes.cnpq.br/5596411109707542
dc.contributor.referee2.fl_str_mv Gonzalez, Sahudy Montenegro
dc.contributor.referee2Lattes.fl_str_mv http://lattes.cnpq.br/9826346918182685
dc.contributor.authorID.fl_str_mv 6dee7add-b6cf-450c-88ae-4ec22d9b22e8
contributor_str_mv Zaina, Luciana Aparecida Martinez
Bressan, Graça
Gonzalez, Sahudy Montenegro
dc.subject.por.fl_str_mv Folksonomia
Marcação social
Marcação colaborativa
Objetos de aprendizagem
topic Folksonomia
Marcação social
Marcação colaborativa
Objetos de aprendizagem
Folksonomy
Social tagging
Collaborative tagging
Learning objects
CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO
dc.subject.eng.fl_str_mv Folksonomy
Social tagging
Collaborative tagging
Learning objects
dc.subject.cnpq.fl_str_mv CIENCIAS EXATAS E DA TERRA::CIENCIA DA COMPUTACAO
description Aspects of social tagging have been studied in the last years aiming at addressing concepts, applicability and techniques related to the generation and management of tags as key elements for the resource research and classification. Social tagging has been recognized as an important alternative for the description of resources available on the Web. Concerning on the rapid growth of resources and their information on the Web, it has become increasingly difficult to find and organize such massive data by traditional methods as based on directories classification. The process of social tagging has been investigated to improve the cataloging of resources, being recommendation algorithms of tags, visualization techniques and automatic generation of tags, among others have been explored for this purpose. Within the e-learning context, the social tagging may assist on building of metadata of learning objects. Thus, all the advantages linked to this model of resources organization, has emerged as solutions for e-learning systems. The main contribuition of a teaching-learning environment is the creation, storing and maintenance of the catalog of learning resources that can be checked and updated continuously. This work proposes a tags recommendation system, improving the process of cataloguing of learning resources on the web. Three experiments were carried out with technician students of a informatics course to validate the proposal: the first one examined the social tagging activity without using the tag recommendation system; the second one was conducted to evaluate the tagging activity, but including the tags recommendation system; and the third one verified the students navigation from the tagged resources created from the first and the second experiment, in order to check that the support of the recommendation was effective in the descriptor vocabulary of the resource.
publishDate 2014
dc.date.issued.fl_str_mv 2014-12-03
dc.date.available.fl_str_mv 2015-10-13
2016-06-02T19:07:09Z
dc.date.accessioned.fl_str_mv 2016-06-02T19:07:09Z
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dc.identifier.uri.fl_str_mv https://repositorio.ufscar.br/handle/20.500.14289/631
identifier_str_mv AMARAL, Anderson Roque do. Tags recommendation system applied on the cataloguing os learning resources. 2014. 79 f. Dissertação (Mestrado em Ciências Exatas) - Universidade Federal de São Carlos, Sorocaba, 2014.
url https://repositorio.ufscar.br/handle/20.500.14289/631
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