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2015 | OriginalPaper | Chapter

Improved Recommendation System Using Friend Relationship in SNS

Authors : Qing Liao, Bin Wang, Yanxiang Ling, Jingling Zhao, Xinyue Qiu

Published in: Transactions on Computational Collective Intelligence XIX

Publisher: Springer Berlin Heidelberg

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Abstract

With the rapid development of the Internet, SNS services and 3G commercial mobile applications there have been tremendous opportunities although the development of SNS is very short in China, and the social web game is in the early stage of development. Because of massive users, the potential commercial value of Chinese SNS is still a great mining space. However, a relatively large defects is the precipitation and accumulation on content. The dynamic of friends will affect our own decisions largely, it is favorable for the activity of SNS to increase the number of friends. We have improved the existing models, and conduct experiments to validate it and compare it with previous methods.

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Literature
1.
go back to reference Koren, Y.: Factorization meets the neighborhood: a multifaceted collaborative filtering model. In: Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, ACM, pp. 426–434 (2008) Koren, Y.: Factorization meets the neighborhood: a multifaceted collaborative filtering model. In: Proceedings of the 14th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, ACM, pp. 426–434 (2008)
2.
go back to reference Koren, Y.: Factor in the neighbors: scalable and accurate collaborative filtering. ACM Trans. Knowl. Discov. Data (TKDD) 4(1), 1 (2010)CrossRef Koren, Y.: Factor in the neighbors: scalable and accurate collaborative filtering. ACM Trans. Knowl. Discov. Data (TKDD) 4(1), 1 (2010)CrossRef
3.
go back to reference Koren, Y., Bell, R., Volinsky, C.: Matrix factorization techniques for recommender systems. Computer 42(8), 30–37 (2009)CrossRef Koren, Y., Bell, R., Volinsky, C.: Matrix factorization techniques for recommender systems. Computer 42(8), 30–37 (2009)CrossRef
4.
go back to reference Hu, Y., Koren, Y., Volinsky, C.: Collaborative filtering for implicit feedback datasets. In: Eighth IEEE International Conference on Data Mining, ICDM 2008, pp. 263–272. IEEE (2008) Hu, Y., Koren, Y., Volinsky, C.: Collaborative filtering for implicit feedback datasets. In: Eighth IEEE International Conference on Data Mining, ICDM 2008, pp. 263–272. IEEE (2008)
5.
go back to reference Hong, J., Suh, E.H., Kim, J., et al.: Context-aware system for proactive personalized service based on context history. Expert Syst. Appl. 36(4), 7448–7457 (2009)CrossRef Hong, J., Suh, E.H., Kim, J., et al.: Context-aware system for proactive personalized service based on context history. Expert Syst. Appl. 36(4), 7448–7457 (2009)CrossRef
6.
go back to reference Adomavicius, G., Tuzhilin, A.: Context-aware recommender systems. In: Recommender Systems Handbook, pp. 217–253. Springer US (2011) Adomavicius, G., Tuzhilin, A.: Context-aware recommender systems. In: Recommender Systems Handbook, pp. 217–253. Springer US (2011)
7.
go back to reference Jamali, M., Ester, M.: A matrix factorization technique with trust propagation for recommendation in social networks. In: Proceedings of the Fourth ACM Conference on Recommender systems, pp. 135–142. ACM (2010) Jamali, M., Ester, M.: A matrix factorization technique with trust propagation for recommendation in social networks. In: Proceedings of the Fourth ACM Conference on Recommender systems, pp. 135–142. ACM (2010)
8.
go back to reference Koren, Y., Bell, R., Volinsky, C.: Matrix factorization techniques for recommender systems. Computer 42(8), 30–37 (2009)CrossRef Koren, Y., Bell, R., Volinsky, C.: Matrix factorization techniques for recommender systems. Computer 42(8), 30–37 (2009)CrossRef
Metadata
Title
Improved Recommendation System Using Friend Relationship in SNS
Authors
Qing Liao
Bin Wang
Yanxiang Ling
Jingling Zhao
Xinyue Qiu
Copyright Year
2015
Publisher
Springer Berlin Heidelberg
DOI
https://doi.org/10.1007/978-3-662-49017-4_2

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