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ABSTRACT
The advent of the World Wide Web has created an explosion in the available on-line information. As the range of potential choices expand, the time and effort required to sort through them also expands. We propose a formal framework for expressing and combining user preferences to address this problem. Preferences can be used to focus search queries and to order the search results. A preference is expressed by the user for an entity which is described by a set of named fields; each field can take on values from a certain type. The * symbol may be used to match any element of that type. A set of preferences can be combined using a generic combine operator which is instantiated with a value function, thus providing a great deal of flexibility. Same preferences can be combined in more than one way and a combination of preferences yields another preference thus providing the closure property. We demonstrate the power of our framework by illustrating how a currently popular personalization system and a real-life application can be realized as special cases of our framework. We also discuss implementation of the framework in a relational setting.
REFERENCES
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CITED BY 41
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S. Ayse Özel , I. Sengör Altingövde , Özgür Ulusoy , Gültekin Özsoyoǧlu , Z. Meral Özsoyoǧlu, Metadata-based modeling of information resources on the Web, Journal of the American Society for Information Science and Technology, v.55 n.2, p.97-110, January 15, 2004
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Ladjel Bellatreche , Arnaud Giacometti , Patrick Marcel , Hassina Mouloudi , Dominique Laurent, A personalization framework for OLAP queries, Proceedings of the 8th ACM international workshop on Data warehousing and OLAP, November 04-05, 2005, Bremen, Germany
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Trevor Armstrong , Olivier Trescases , Cristiana Amza , Eyal de Lara, Efficient and transparent dynamic content updates for mobile clients, Proceedings of the 4th international conference on Mobile systems, applications and services, June 19-22, 2006, Uppsala, Sweden
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Ameet Kini , Srinath Shankar , Jeffrey F. Naughton , David J. Dewitt, Database support for matching: limitations and opportunities, Proceedings of the 2006 ACM SIGMOD international conference on Management of data, June 27-29, 2006, Chicago, IL, USA
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Sudipto Guha , Dimitrios Gunopoulos , Nick Koudas , Divesh Srivastava , Michail Vlachos, Efficient approximation of optimization queries under parametric aggregation constraints, Proceedings of the 29th international conference on Very large data bases, p.778-789, September 09-12, 2003, Berlin, Germany
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G. Özsoyoǧlu , A. Al-Hamdani , I. S. Altingövde , S. A. Özel , Ö. Ulusoy , Z. M. Özsoyoǧlu, Sideway value algebra for object-relational databases, Proceedings of the 28th international conference on Very Large Data Bases, p.59-70, August 20-23, 2002, Hong Kong, China
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Werner Kießling , Gerhard Köstler, Preference SQL: design, implementation, experiences, Proceedings of the 28th international conference on Very Large Data Bases, p.990-1001, August 20-23, 2002, Hong Kong, China
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Chee-Yong Chan , H. V. Jagadish , Kian-Lee Tan , Anthony K. H. Tung , Zhenjie Zhang, Finding k-dominant skylines in high dimensional space, Proceedings of the 2006 ACM SIGMOD international conference on Management of data, June 27-29, 2006, Chicago, IL, USA
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Bin Jiang , Jian Pei , Xuemin Lin , David W. Cheung , Jiawei Han, Mining preferences from superior and inferior examples, Proceeding of the 14th ACM SIGKDD international conference on Knowledge discovery and data mining, August 24-27, 2008, Las Vegas, Nevada, USA
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