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IEEE Expert: Intelligent Systems and Their Applications
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AH '02 Proceedings of the Second International Conference on Adaptive Hypermedia and Adaptive Web-Based Systems
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WI '04 Proceedings of the 2004 IEEE/WIC/ACM International Conference on Web Intelligence
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Communications of the ACM - Transforming China
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HuCom '08 Proceedings of the 1st International Working Conference on Human Factors and Computational Models in Negotiation
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AAAI'05 Proceedings of the 20th national conference on Artificial intelligence - Volume 2
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Journal of Artificial Intelligence Research
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Journal of Artificial Intelligence Research
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International Journal of Computers and Applications
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CAiSE'03 Proceedings of the 15th international conference on Advanced information systems engineering
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CONTEXT'03 Proceedings of the 4th international and interdisciplinary conference on Modeling and using context
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USAB'10 Proceedings of the 6th international conference on HCI in work and learning, life and leisure: workgroup human-computer interaction and usability engineering
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INTERACT'05 Proceedings of the 2005 IFIP TC13 international conference on Human-Computer Interaction
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The Apt Decision agent learns user preferences in the domain of rental real estate by observing the user's critique of apartment features. Users provide a small number of criteria in the initial interaction, receive a display of sample apartments, and then react to any feature of any apartment independently, in any order. Users learn which features are important to them as they discover the details of specific apartments. The agent uses interactive learning techniques to build a profile of user preferences, which can then be saved and used in further retrievals. Because the user's actions in specifying preferences are also used by the agent to create a profile, the result is an agent that builds a profile without redundant or unnecessary effort on the user's part.