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Model of Recommendation System for for Indexing and Retrieving the Learning Object based on Multiagent System

  • Autores: Ronaldo Lima Rocha Campos, Rafaela Lunardi Comarella, Ricardo Azambuja Silveira
  • Localización: Respuestas, ISSN 0122-820X, ISSN-e 2422-5053, Vol. 17, Nº. 2, 2012, págs. 21-30
  • Idioma: inglés
  • DOI: 10.22463/0122820x.422
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  • Resumen

    • This paper proposes a multiagent system application model for indexing, retrieving and recommendation learning objects stored in different and heterogeneous repositories. The objects within these repositories are described by filled fields using different metadata standards. The searching mechanism covers several different learning object repositories and the same object can be described in these repositories by the use of different types of fields. Aiming to improve accuracy and coverage in terms of recovering a learning object and improve the signification of the results we propose an information retrieval model based on the multiagent system approach and an ontological model to describe the knowledge domain covered.

  • Referencias bibliográficas
    • Bargmeyer B.E.and Gillman D.W (2011). Metadata Standards and Metadata Registries: An Overview. Available at http://www.bls.gov/ore/pdf/st000010.pdf...
    • Bioethanol (2010) Bank for International Educational Objects, 2008. Available at http://objetoseducacionais2.mec.gov.br/[Accessed: 10 May...
    • CESTA (2010) Collection of Entities Support the use of Technology in Learning. Center for Interdisciplinary Studies in New Technologies in...
    • DeLoach, S A; Ojeda, J C G; Valenzuela, J.; Oyenan, W H (2007) Organizationbased Multiagent System Engineering (O-MASE) - Description Framework....
    • Downes, S (2001) Learning Objects:Resources for distance education worldwide. [online] The International Review of Research in Open and Distance...
    • Dublin Core (2011) The Dublin Core Metadata Initiative. [online] Available at http://dublincore.org/ [Accessed: 2 Jun. 2011]
    • Euzenat, J., Shvaiko, P (2007). Ontology Matching. Heidelberg: Springer-Verlag Berlin, 2007.
    • Fabre, M. C. J. M.; Tarouco, L. M. R. and Tamusiunas, F. R. (2003)
    • Reusabilidade de objetos educacionais. RENOTE - Revista Novas Tecnologias na Educação. Porto Alegre: Centro Interdisicplinar de Novas Tecnologias...
    • FEB (2012) Federation of Educa Brazil. [online] Available at http://feb.ufrgs.br/[Accessed: 2 Jan 2012].
    • Gil A.B., De La Prieta F. and Rodríguez S. (2011) Automatic Learning Object Extraction and Classification in Heterogeneous Environments. In:Highlights...
    • GroupLens: An Open Architecture for Collaborative Filtering of Netnews. In: Proceedings of ACM 1994 Conference on Computer Supported Cooperative...
    • IEEE-LTSC (2002). Draft Standard for Learning Object Metadata
    • [Online]. IEEE Learning Technology Standards Committee, 2002. Available at http://ltsc.ieee.org/wg12/files/ LOM_1484_12_1_v1_Final_Draft....
    • IEEE-LTSC (2005). WG12: Learning Object Metadata [online] IEEE Learning Technology Standards Committee, 2005. Available at http://ltsc.ieee.org/wg12/...
    • IMS (2010) IMS Global Learning Consortium, 2010.[online] Available at http://www.imsglobal.org/ [Accessed: 2 Tue 2010].
    • ISO 15836: 2009 (2009)- Information and documentation - The Dublin Core metadata element set, Intec, 2009. 16. JADE (2010) Java Agent Development...
    • JENA (2010) Jena - A Semantic Web Framework for Java, 2010. [online] Available at [http://jena.sourceforge.net/ . [Accessed: 3 Tue. 2010]
    • Li S.; Yang Z.; Liu Q.; Huang T. (2008) Research of web information retrieval based on metadata and OAI, Granular Computing, 2008. GrC 2008....
    • Manouselis, N., Vuorikari, R., and Van Assche, F. (2007).Simulated Analysis of Collaborative Fil-tering for Learning Object Recommendation....
    • McCalla, G. (2004) The Ecological Approach to the Design of E-Learning Environments: Purpose-based Capture and Use of Information about Learners....
    • McGreal, R. (2004) Online Education Using Learning Objects. London: Routledge.
    • MERLOT (2010) Multimedia Educational Resources for Learning and Online Teaching.[online] Available at http://www.merlot.org/merlot/index.htm...
    • MOONEY, R.; BENNETT, P.; ROY, L.(1998) Book recommending using text Categorization with extracted information.
    • Nash, SS (2005) Learning Objects, Learning Object Repositories, and Learning Theory: Preliminary Best Practices for Online Courses. Interdisciplinary...
    • NISO (2004). Understanding Metadata. [online] National Information Standards Organization. Press. ISBN: 1-880124-62-9. 2004 Available at http://www.niso.org/publications/press/UnderstandingMetadata.pdf...
    • NISO (2007) ANSI/NISO Z39.85 -The Dublin Core Metadata Element
    • Set. National Information Standards Organization. Available at http://www. i s o . o r g / i s o / i s o _ c a t a l o g u e /catalogue_ics/catalogue_detail_ics.htm?csnumber=52142...
    • OAI. Open Archives Initiative, 2010. Available at http://www.openarchives. org/. [Accessed: 12 Apr 2010]
    • Obaa (2010) Projeto Objetos de Aprendizagem Baseados em Agentes (Obaa). [online] Available at http://www.portalobaa.org/obaac/padraoobaa/relatorios-tecnicos/RT-OBAA-01.pdf...
    • PAZZANI, M. J.(1999) A Framework for Collaborative, Content-Based and Demographic Filtering. Artificial Intelligence Review, [S.l.], v.13,...
    • Primo, T.; Loh, S. (2006). Técnicas de Recomendação para usuários de Bibliotecas Digitais. in Simpósio Brasileiro de Sistemas de Informação....
    • Protégé (2010). Protégé Ontology Editor. [online] Available at http://protege.stanford.edu/ [Accessed: 10 Jan 2010].
    • RESNICK, P.; IACOVOU, N.; SUCHAK, M.; BERGSTORM, P.; RIEDL, J.(1994)
    • RESNICK, P.; VARIAN, H. R.(1997) Recommender systems. Commun. ACM, New York, NY, USA, v.40, n.3, p.56–58.
    • RIVED (2010) - Interactive Virtual Education Network. [online] Available at http://rived.mec.gov.br/site_objeto_lis.php [Accessed: 10 apr...
    • Russel, S. and Norvig, P (2004). Artificial Intelligence. Elvesier, 2ª ed, 2004.
    • Schafer, J. Ben; Konstan, Joseph; RIEDL, John. Recommender Systems. In: Conference on Electronic Commerce, 2000, Minneapolis.
    • SCORM (2011). SCORM 2004 Overview for Developers. [online] Available at technical-scorm/scorm-2004-overviewfor- developers/ [Accessed: 3 Jun...
    • Tarrant D., O’Steen B., Brody T.,Hitchcock S., Jefferies N. and Carr L.(2009). Using OAI-ORE to Transform Digital Repositories into Interoperable...
    • Vian J., Silveira R.A. (2011) Multiagent System for Indexing and Retrieving Learning Objects. In: Highlights inPractical Applications of Agents...
    • Wiley, D. (2000). Connecting learning objects to instructional design theory: A definition, a metaphor, and a taxonomy. In D. A. Wiley (Ed.),...
    • Wooldridge, M. An Introduction to Multiagent Systems. England: John Wiley, 2002.
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