Identificando a Reputação de Pesquisadores Usando um Modelo de Perfil Adaptativo
Resumo
Neste trabalho abordamos o problema de identificar o perfil de pesquisadores e medir sua reputação na área de atuação. Abordamos o processo de especificação do perfil utilizando elementos da vida acadêmica do pesquisador, bem como classificamos o pesquisador por meio de níveis de reputação. Para a classificação, algumas métricas foram definidas baseadas no equilíbrio da trajetória de um pesquisador, envolvendo os principais elementos de seu currículo. Os elementos não focam apenas em produção e citação de artigos, mas sim na abrangência da vida científica do pesquisador construída ao longo de sua carreira. O modelo proposto neste trabalho pode ser utilizado em diferentes contextos e em diferentes áreas do conhecimento, pois é abrangente, flexível e adaptativo.
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White, H.D., McCain, K.W. (1998). Visualizing a discipline: An author cocitation analysis of information science 1972-1995. Journal of the American Society for Information Science, 49, 327–355.
Zhang, C. T. (2009) The e-Index, Complementing the h-Index for Excess Citations. PLoS ONE 4(5): e5429.
Zhang, J.; Tang, J.; Li, J. Expert Finding in a Social Network. Proceedings of 12th International Conference on Database Systems for Advanced Applications. Bangkok, Thailand, 2007.
Chen, C., Song, I., Yuan, X., and Zhang, J. (2008). The Thematic and Citation Landscape of Data and Knowledge Engineering (1985-2007). Data & Knowledge Engineering. v.67, n.2 (Nov. 2008), p. 234-259.
CiteSeer (Scientific Literature Digital Library). Disponível em [link]. Acesso em julho, 2010.
DBLP (Digital Bibliography & Library Project). University of Trier. Disponível em [link]. Acesso em julho, 2010.
Ding, Y., Yan, E., Frazho, A. and Caverlee, J. (2009). PageRank for Ranking Authors in Co-citation Networks. Journal of the American Society for Information Science and Technology, 60(11), 2229-2243.
Fink, J.; Kobsa, Alfred. 2002. User Modeling for Personalized City Tours. Journal of Artificial Intelligence. Rev.18, 1 (September 2002), 33-74.
Fu, Y.; Xiang, R.; Liu, Y.; Zhang, M.; Ma, S. Finding Experts Using Social Network Analysis. Proceedings of the IEEE/WIC/ACM International Conference on Web Intelligence. Silicon Valley, USA, 2007.
Gauch, S; Aravid, Speretta, M.; Chandramouli, A.; e Micarelli A.. 2007. User profiles for personalized information access. In The adaptive web. Lecture Notes In Computer Science, Vol. 4321. Springer-Verlag, Berlin, Heidelberg 54-89.
Hirsch, J. E. An Index to Quantify an Individual's Scientific Research Output. In Proceedings of the National Academy of Science. V.102, n.46, p.16569-16572, 2005.
Hope, T.; Nishimura, T.; Takeda, H. An Integrated Method for Social Network Extraction. Proceedings of the 15th International Conference on World Wide Web. Edinburgh, Scotland, 2006.
Huang, J., Zhuang, Z., Li, J., and Giles, C. L. (2008). Collaboration Over Time: Characterizing and Modeling Network Evolution. In Proceedings of the International Conference on Web Search and Web Data Mining. Palo Alto, California, USA, 2008.
Jin, B. (2007). The AR-Index: Complementing the H-Index. ISSI Newsletter, 3(1) p. 6.
Jin, B., LiMing, L., Rousseau, R. and Egghe, L. (2007). The Rand AR-indices: Complementing the H-Index. Chinese Science Bulletin. 52(6), 855–863.
Krapivin, M., Marchese, M., Cassati, F. (2009). Exploring and Understanding Scientific Metrics in Citation Networks. Complex Sciences, Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering. Springer Berlin Heidelberg. V.5, p.1550, 2009.
Li, J.; Tang, J.; Zhang, J.; Luo, Q.; Liu, Y.; Hong, M. EOS - Expertise Oriented Search Using Social Networks. In Proceedings of the 16th International Conference on World Wide Web. Banff, Canada, 2007.
Liu, X., Bollen, J., Nelson, M. L., and Van de Sompel, H. (2005). Co-authorship Networks in the Digital Library Research Community. Information Processing and Management: An International Journal. V.41, n.6, p.1462-1480, 2005.
Maia, M.; Almeida, J.; Almeida, V. Identifying User Behavior in Online Social Networks. In Proceedings of the 1st Workshop on Social Network Systems. New York, NY, USA, 2008.
Menezes, G. V., Ziviani, N., Laender, A. H., and Almeida, V. (2009). A Geographical Analysis of Knowledge Production in Computer Science. In Proceedings of the 18th International Conference on World Wide Web. Madrid, Spain, 2009.
Middleton, S. E.; Shadbolt, N. R.; De Roure, D. C. 2004. Ontological user profiling in recommender systems. ACM Transactions Information Systems. 22, 1 (January 2004), 5488.
Mimno, D.; McCallum, A. Expertise Modeling for Matching Papers With Reviewers. In Proceedings of the 13th International Conference on Knowledge Discovery and Data Mining. San Jose, USA, 2007.
Page, L.; Brin, S.; Motwani, R.; Winograd, T. (1998) The PageRank citation ranking: Bringing order to the Web. Tech. report, Stanford University.
Park, Y. and Chang, K. Individual and Group Behavior-based Customer Profile Model for Personalized Product Recommendation. Expert System. Appl. 36, 2 (Mar. 2009), 19321939.
Small, H. (1973). Cocitation in science literature: New measures of relationship between two documents. Journal of the American Society for Information Science, 24(4), 265–269.
Tang, J., Zhang, J., Yao, L., Li, J. Extraction and Mining of an Academic Social Network. In Proceedings of the 17th International Conference on World Wide Web. Beijing, China, 2008.
Tang, J.; Zhang, D.; Yao, L. Social Network Extraction of Academic Researchers. In Proceedings of 7th International Conference on Data Mining. Omaha, USA, 2007.
Tang, J.; Zhang, J.; Yao, L.; Li, J.; Zhang, L.; Su, Z. ArnetMiner – Extraction and Mining of Academic Social Networks. In Proceeding of the 14th International Conference on Knowledge Discovery and Data Mining. Las Vegas, USA, 2008.
Tol, R. S. J. A Rational, Successive G-Index Applied to Economics Departments in Ireland. Journal of Informetrics, V.2, n.2, p.149-155, 2008.
Trajkova, J.; Gauch, S. Improving Ontology-Based User Profiles. M.S. Thesis. EECS, University of Kansas. Lawrence, 2003.
White, H.D., McCain, K.W. (1998). Visualizing a discipline: An author cocitation analysis of information science 1972-1995. Journal of the American Society for Information Science, 49, 327–355.
Zhang, C. T. (2009) The e-Index, Complementing the h-Index for Excess Citations. PLoS ONE 4(5): e5429.
Zhang, J.; Tang, J.; Li, J. Expert Finding in a Social Network. Proceedings of 12th International Conference on Database Systems for Advanced Applications. Bangkok, Thailand, 2007.
Publicado
19/07/2011
Como Citar
CERVI, Cristiano R.; GALANTE, Renata; OLIVEIRA, José Palazzo M. de.
Identificando a Reputação de Pesquisadores Usando um Modelo de Perfil Adaptativo. In: SEMINÁRIO INTEGRADO DE SOFTWARE E HARDWARE (SEMISH), 38. , 2011, Natal/RN.
Anais [...].
Porto Alegre: Sociedade Brasileira de Computação,
2011
.
p. 1380-1394.
ISSN 2595-6205.
