creators_name: Meng, Xiangfu creators_name: Ma, Z. M. creators_name: Yan, Li type: conference_item datestamp: 2009-04-06 19:11:41 lastmod: 2009-05-11 05:29:38 metadata_visibility: show title: Answering Approximate Queries over Autonomous Web Databases ispublished: pub full_text_status: public pres_type: paper abstract: To deal with the problem of empty or too little answers returned from a Web database in response to a user query, this paper proposes a novel approach to provide relevant and ranked query results. Based on the user original query, we speculate how much the user cares about each specified attribute and assign a corresponding weight to it. This original query is then rewritten as an approximate query by relaxing the query criteria range. The relaxation order of all specified attributes and the relaxed degree on each specified attribute are varied with the attribute weights. For the approximate query results, we generate users’ contextual preferences from database workload and use them to create a priori orders of tuples in an off-line preprocessing step. Only a few representative orders are saved, each corresponding to a set of contexts. Then, these orders and associated contexts are used at query time to expeditiously provide ranked answers. Results of a preliminary user study demonstrate that our query relaxation and results ranking methods can capture the user’s preferences effectively. The efficiency and effectiveness of our approach is also demonstrated by experimental result. date: 2009-04 pagerange: 1021-1021 event_title: 18th International World Wide Web Conference event_location: Madrid, Spain event_dates: April 20th-24th, 2009 event_type: conference refereed: TRUE citation: Meng, Xiangfu and Ma, Z. M. and Yan, Li (2009) Answering Approximate Queries over Autonomous Web Databases. In: 18th International World Wide Web Conference, April 20th-24th, 2009, Madrid, Spain. document_url: http://www2009.eprints.org/103/1/p1021.pdf document_url: http://www2009.eprints.org/103/2/Answering_approximate_queries_over_autonomous_web_databases.ppt