{"id":157060,"date":"2006-01-01T00:00:00","date_gmt":"2006-01-01T00:00:00","guid":{"rendered":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/msr-research-item\/mining-clickthrough-data-for-collaborative-web-search\/"},"modified":"2018-10-16T21:30:21","modified_gmt":"2018-10-17T04:30:21","slug":"mining-clickthrough-data-for-collaborative-web-search","status":"publish","type":"msr-research-item","link":"https:\/\/newed.any0.dpdns.org\/en-us\/research\/publication\/mining-clickthrough-data-for-collaborative-web-search\/","title":{"rendered":"Mining clickthrough data for collaborative web search"},"content":{"rendered":"<div class=\"asset-content\">\n<p>This paper is to investigate the group behavior patterns of search activities based on Web search history data, i.e., clickthrough data, to boost search performance. We propose a Collaborative Web Search (CWS) framework based on the probabilistic modeling of the co-occurrence relationship among the heterogeneous web objects: users, queries, and Web pages. The CWS framework consists of two steps: (1) a cube-clustering approach is put forward to estimate the semantic cluster structures of the Web objects; (2) Web search activities are conducted by leveraging the probabilistic relations among the estimated cluster structures. Experiments on a real-world clickthrough data set validate the effectiveness of our CWS approach.<\/p>\n<\/div>\n<p><!-- .asset-content --><\/p>\n","protected":false},"excerpt":{"rendered":"<p>This paper is to investigate the group behavior patterns of search activities based on Web search history data, i.e., clickthrough data, to boost search performance. We propose a Collaborative Web Search (CWS) framework based on the probabilistic modeling of the co-occurrence relationship among the heterogeneous web objects: users, queries, and Web pages. The CWS framework [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","meta":{"msr-url-field":"","msr-podcast-episode":"","msrModifiedDate":"","msrModifiedDateEnabled":false,"ep_exclude_from_search":false,"_classifai_error":"","msr-author-ordering":null,"msr_publishername":"ACM","msr_publisher_other":"","msr_booktitle":"","msr_chapter":"","msr_edition":"WWW '06: Proceedings of the 15th international conference on World Wide Web","msr_editors":"","msr_how_published":"","msr_isbn":"1-59593-323-9","msr_issue":"","msr_journal":"","msr_number":"","msr_organization":"","msr_pages_string":"947\u2013948","msr_page_range_start":"947","msr_page_range_end":"948","msr_series":"","msr_volume":"","msr_copyright":"","msr_conference_name":"WWW '06: Proceedings of the 15th international conference on World Wide 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