Abstract
In this paper, we investigate the exploitation of user profiles defined in social tagging services to personalize Web search. One of the key challenges of a personalization framework is the elicitation of user profiles able to represent user interests. We propose a personalization approach that exploits the tagging information of users within a social tagging service as a way of obtaining their interests. We evaluate this approach in Delicious, a social Web bookmarking service, and apply our personalization approach to a Web search system. Our evaluation results indicate a clear improvement of our approach over related state of the art personalization approaches.
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Au-Yeung, C.M., Gibbins, N., Shadbolt, N.: A study of user profile generation from folksonomies. In: Proceedings of the WWW 2008 Social Web and Knowledge Management, Social Web Workshop (2008)
Bao, S., Xue, G., Wu, X., Yu, Y., Fei, B., Su, Z.: Optimizing web search using social annotations. In: Proceedings of the 16th international conference on World Wide Web (WWW 2007), pp. 501–510. ACM Press, New York (2007)
Chirita, P.A., Costache, S., Nejdl, W., Handschuh, S.: P-tag: large scale automatic generation of personalized annotation tags for the web. In: Proceedings of the 16th international conference on World Wide Web (WWW 2007), pp. 845–854. ACM, New York (2007)
Hotho, A., Jäschke, R., Schmitz, C., Stumme, G.: Information Retrieval in Folksonomies: Search and Ranking. In: Sure, Y., Domingue, J. (eds.) ESWC 2006. LNCS, vol. 4011, pp. 411–426. Springer, Heidelberg (2006)
Micarelli, A., Gasparetti, F., Sciarrone, F., Gauch, S.: Personalized search on the world wide web. In: Brusilovsky, P., Kobsa, A., Nejdl, W. (eds.) Adaptive Web 2007. LNCS, vol. 4321, pp. 195–230. Springer, Heidelberg (2007)
Noll, M.G., Meinel, C.: Web search personalization via social bookmarking and tagging. In: Aberer, K., Choi, K.-S., Noy, N., Allemang, D., Lee, K.-I., Nixon, L.J.B., Golbeck, J., Mika, P., Maynard, D., Mizoguchi, R., Schreiber, G., Cudré-Mauroux, P. (eds.) ASWC 2007 and ISWC 2007. LNCS, vol. 4825, pp. 367–380. Springer, Heidelberg (2007)
Jansen, B.J., Spink, A., Bateman, J., Saracevic, T.: Real life information retrieval: a study of user queries on the web. SIGIR Forum 32(1), 5–17 (1998)
Renda, E.M., Straccia, U.: Web metasearch: rank vs. score based rank aggregation methods. In: Proceedings of the 2003 ACM symposium on Applied computing (SAC 2003), pp. 841–846. ACM Press, New York (2003)
Shepitsen, A., Gemmell, J., Mobasher, B., Burke, R.: Personalized recommendation in social tagging systems using hierarchical clustering. In: Proceedings of the 2nd ACM Conference on Recommender Systems (RecSys 2008), pp. 259–266. ACM Press, New York (2008)
Szomszor, M., Alani, H., Cantador, I., O’hara, K., Shadbolt, N.: Semantic modelling of user interests based on cross-folksonomy analysis. In: Sheth, A.P., Staab, S., Dean, M., Paolucci, M., Maynard, D., Finin, T., Thirunarayan, K. (eds.) ISWC 2008. LNCS, vol. 5318, pp. 632–648. Springer, Heidelberg (2008)
Voorhees, E.: The TREC-8 Question Answering Track Report. In: The Eighth Text REtrieval Conference (TREC 8), pp. 77–82 (1999)
Xu, S., Bao, S., Fei, B., Su, Z., Yu, Y.: Exploring folksonomy for personalized search. In: Proceedings of the 31st annual international ACM SIGIR conference on Research and development in information retrieval (SIGIR 2008), pp. 155–162. ACM Press, New York (2008)
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Vallet, D., Cantador, I., Jose, J.M. (2009). Exploiting Social Tagging Profiles to Personalize Web Search. In: Andreasen, T., Yager, R.R., Bulskov, H., Christiansen, H., Larsen, H.L. (eds) Flexible Query Answering Systems. FQAS 2009. Lecture Notes in Computer Science(), vol 5822. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-04957-6_54
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DOI: https://doi.org/10.1007/978-3-642-04957-6_54
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