Reading List: Diversity in Recommenders

Daniel Lemire 在上個月整理他認為與推薦系統的多元推薦輸出(diversity of recommendation lists)有關的文獻,有些讀者在留言裡也提出他們的建議。初步過濾之後,我把自己感興趣的文章,用 CiteULikeRefworks 的輸出功能,製作IEEE 格式書目如後,作為備忘查考之用:

[1] C. Clarke, M. Kolla, G. Cormack, O. Vechtomova, A. Ashkan, S. Büttcher and I. Mackinnon, "Novelty and diversity in information retrieval evaluation," in SIGIR '08: Proceedings of the 31st Annual International ACM SIGIR Conference on Research and Development in Information Retrieval, 2008, pp. 659-666.

[2] D. Fleder and K. Hosanagar, "Blockbuster Culture's Next Rise or Fall: The Impact of Recommender Systems on Sales Diversity," SSRN eLibrary, 2008.

[3] D. Fleder and K. Hosanagar, "Recommender systems and their impact on sales diversity," in EC '07: Proceedings of the 8th ACM Conference on Electronic Commerce, 2007, pp. 192-199.

[4] L. Iaquinta, M. de Gemmis, P. Lops, G. Semeraro, M. Filannino and P. Molino, "Introducing Serendipity in a Content-Based Recommender System," Hybrid Intelligent Systems, 2008. HIS '08. Eighth International Conference on, pp. 168-173, 2008.

[5] Q. Le and A. Smola, "Direct Optimization of Ranking Measures," Apr 2007. [Online]. Available:

[6] D. Lemire, S. Downes and S. Paquet, "Diversity in open social networks," 2008.

[7] L. Mcginty and B. Smyth, "On the Role of Diversity in Conversational Recommender Systems," 2003.

[8] S. Mcnee, J. Riedl and J. Konstan, "Being accurate is not enough: How accuracy metrics have hurt recommender systems," in CHI '06: CHI '06 Extended Abstracts on Human Factors in Computing Systems, 2006, pp. 1097-1101.

[9] K. Swearingen and R. Sinha, "Beyond algorithms: An HCI perspective on recommender systems," 2001.

[10] Y. Xu and H. Yin, "Novelty and topicality in interactive information retrieval," J. Am. Soc. Inf. Sci. Technol., vol. 59, pp. 201-215, 2008.

[11] C. Zhai, W. Cohen and J. Lafferty, "Beyond independent relevance: Methods and evaluation metrics for subtopic retrieval," in SIGIR '03: Proceedings of the 26th Annual International ACM SIGIR Conference on Research and Development in Informaion Retrieval, 2003, pp. 10-17.

[12] F. Zhang, "Research on Recommendation List Diversity of Recommender Systems," Management of e-Commerce and e-Government, 2008. ICMECG '08. International Conference on, pp. 72-76, 2008.

[13] M. Zhang and N. Hurley, "Avoiding monotony: Improving the diversity of recommendation lists," in RecSys '08: Proceedings of the 2008 ACM Conference on Recommender Systems, 2008, pp. 123-130.

如果需要下載這些文章的電子檔,請到筆者的 CiteULike 資料庫(tag: Diversity)查看論文下載位址的細節資料。


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