Abstract
In ubiquitous environment where all entities can freely connect and collaborate with each other from anywhere, the amount of accessible information is overwhelming and desired information often remains unfound. So there is a growing need to provide the personalized recommendation services for the customers in ubiquitous space. This paper suggests a UREC_P2P(U-RECom-mendation by peer-to-peer), a recommendation procedure in ubiquitous environment adopting P2P technologies combined with collaborative filtering algorithm. UREC_P2P is implemented and comparatively evaluated with a CF-based recommender system in client-server environment. The evaluation result shows that UREC_P2P has a good potential to be a preeminent and realistic solution to the recommendation problems encountered in ubiquitous environment.
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References
Chen, A.: Context-Aware Collaborative Filtering System: Predicting the User’s Preference in Ubiquitous Computing. In: Strang, T., Linnhoff-Popien, C. (eds.) LoCA 2005. LNCS, vol. 3479, pp. 244–253. Springer, Heidelberg (2005)
Iwao, T., Amamiya, S., Zhong, G., Amamiya, M.: Ubiquitous Computing with Service Adaptation Using Peer-to-Peer Communication Framework. In: 9th IEEE Workshop on Future Trends of Distributed Computing Systems, p. 240 (2003)
Keegan, S., O’Hare, G.: EasiShop: Enabiling uCommerce through Intelligenct Mobile Agent Technologies. In: Horlait, E., Magedanz, T., Glitho, R.H. (eds.) MATA 2003. LNCS, vol. 2881, pp. 200–209. Springer, Heidelberg (2003)
Kim, H., Kim, J., Cho, Y.: A Collaborative Filtering Recommendation Methodology for Peer-to-Peer Systems. In: Bauknecht, K., Pröll, B., Werthner, H. (eds.) EC-Web 2005. LNCS, vol. 3590, pp. 98–107. Springer, Heidelberg (2005)
Porkaew, K., Chakrabarti, K., Mehrotra, S.: Query Refinement for Multimedia Similarity Retrieval in MARS. In: Proc. Of the 7th ACM Multimedia Conference, pp. 235–238 (1999)
Takemoto, M., Sunage, H., Tanaka, K., Matsumura, H., Shinohara, E.: The Ubiquitous Service-Oriented Network (USON) – An Approach for a Ubiquitous World based on P2P Technology. In: Proc. 2nd International Coference on Peer-to-Peer Computing (2002)
You, S., Choi, J., Heo, G., Choi, D., Park, H., Kim, H., Cho, W.: COCOLAB: Supporting Human Life in Ubiquitous Environment by Community Computing. In: 1th Korea/Japan Joint Workshop on Ubiquitous Computing & Networking Systems (2005)
Zhang, T., Ramakrishnan, R., Livny, M.: BIRCH: An Efficient Data Clustering Method for Very Large Database. In: Proc. of the 1996 ACM SIGMOD International Conference on Management of Data, pp. 103–114 (1996)
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Kim, H.K., Lee, K.J., Kim, J.K. (2006). A Peer-to-Peer CF-Recommendation for Ubiquitous Environment. In: Shi, ZZ., Sadananda, R. (eds) Agent Computing and Multi-Agent Systems. PRIMA 2006. Lecture Notes in Computer Science(), vol 4088. Springer, Berlin, Heidelberg. https://doi.org/10.1007/11802372_78
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DOI: https://doi.org/10.1007/11802372_78
Publisher Name: Springer, Berlin, Heidelberg
Print ISBN: 978-3-540-36707-9
Online ISBN: 978-3-540-36860-1
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