Improving personalized web search using result diversification

作者: Filip Radlinski , Susan Dumais

DOI: 10.1145/1148170.1148320

关键词: Semantic searchInformation retrievalWorld Wide WebPersonalizationDiversification (marketing strategy)Computer scienceDiversity (business)Web search query

摘要: We present and evaluate methods for diversifying search results to improve personalized web search. A common personalization approach involves reranking the top N such that documents likely be preferred by user are presented higher. The usefulness of is limited in part number diversity considered. propose three increase effectiveness these methods.

参考文章(8)
Aris Anagnostopoulos, Andrei Z. Broder, David Carmel, Sampling search-engine results the web conference. ,vol. 9, pp. 245- 256 ,(2005) , 10.1145/1060745.1060784
Jaime Carbinell, Jade Goldstein, The use of MMR, diversity-based reranking for reordering documents and producing summaries international acm sigir conference on research and development in information retrieval. ,vol. 51, pp. 335- 336 ,(1998) , 10.1145/3130348.3130369
Kazunari Sugiyama, Kenji Hatano, Masatoshi Yoshikawa, Adaptive web search based on user profile constructed without any effort from users Proceedings of the 13th conference on World Wide Web - WWW '04. pp. 675- 684 ,(2004) , 10.1145/988672.988764
Jaime Teevan, Susan T. Dumais, Eric Horvitz, Personalizing search via automated analysis of interests and activities international acm sigir conference on research and development in information retrieval. ,vol. 51, pp. 449- 456 ,(2005) , 10.1145/1076034.1076111
Cai-Nicolas Ziegler, Sean M. McNee, Joseph A. Konstan, Georg Lausen, Improving recommendation lists through topic diversification the web conference. pp. 22- 32 ,(2005) , 10.1145/1060745.1060754
Jaime Carbonell, Jade Goldstein, The Use of MMR and Diversity-Based Reranking for Reodering Documents and Producing Summaries international acm sigir conference on research and development in information retrieval. pp. 335- 336 ,(1998) , 10.1145/290941.291025
Susan Dumais, Eric Horvitz, Jaime Teevan, Beyond the Commons: Investigating the Value of Personalizing Web Search pp. 84- 92 ,(2005)
Yi Zhang, Jamie Callan, Thomas Minka, Novelty and redundancy detection in adaptive filtering Proceedings of the 25th annual international ACM SIGIR conference on Research and development in information retrieval - SIGIR '02. pp. 81- 88 ,(2002) , 10.1145/564376.564393