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a unified graph-based iterative reinforcement approach to personalized search
Huang Yunping; Sun Le; Wang Zhe
2009
会议名称5th Asia Information Retrieval Symposium
会议录名称Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
页码193-204
会议日期OCT 21-23,
会议地点Sapporo, JAPAN
收录类别其他
出版地HEIDELBERGER PLATZ 3, D-14197 BERLIN, GERMANY
出版者INFORMATION RETRIEVAL TECHNOLOGY, PROCEEDINGS
ISSN0302-9743
ISBN978-3-642-04768-8
部门归属Huang, Yunping; Sun, Le; Wang, Zhe Chinese Acad Sci, Inst Software, Beijing 100190, Peoples R China.
摘要General information retrieval systems do not perform well in satisfying users individual information need. This paper proposes a novel graph-based approach based on the following three kinds of mutual reinforcement relationships: RR-Relationship (Relationship among search results), RT-Relationship (Relationship between search results and terms), TT-Relationship (Relationship among terms). Moreover, the implicit feedback information, such as query logs and immediately viewed documents, can be utilized by this graph-based model. Our approach produces better ranking results and a better query model mutually and iteratively. Then a greedy algorithm concerning the diversity of the search results is employed to select the recommended results. Based on this approach, we develop an intelligent client-side web search agent GBAIR, and web search based experiments show that the new approach can improve search accuracy over another personalized web search agent.
关键词Information Retrieval
语种英语
内容类型会议论文
URI标识http://ir.iscas.ac.cn/handle/311060/8286
专题基础软件国家工程研究中心
推荐引用方式
GB/T 7714
Huang Yunping,Sun Le,Wang Zhe. a unified graph-based iterative reinforcement approach to personalized search[C]. HEIDELBERGER PLATZ 3, D-14197 BERLIN, GERMANY:INFORMATION RETRIEVAL TECHNOLOGY, PROCEEDINGS,2009:193-204.
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