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Home / Proceedings / Principles of Knowledge Representation and Reasoning: Proceedings of the Eleventh International Conference (KR2008) / Book One

Preferences, Planning, and Control

March 15, 2023

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Abstract:

Preference handling is a problem of much theoretical and practical interest. In planning, preferences arises naturally when one considers richer notions of goals, as well as over-subscribed planning problems. In knowledge representation, it is a core issue with much recent work on preference languages and algorithms. In system design, preferences can be used to control choices and provide a personalized experience or adapt to varying context. In this talk I will discuss some of my work, together with many colleagues, in these areas. I will consider some of the challenges we face when designing a preference specification formalism and describe a simple graphical input language, CP-nets - which attempts to address some of these challenges. Surprisingly, CP-nets are closely related to an important analysis tool in planning - the causal graph, and the problem of inference in these networks has important links to the question of the complexity of plan generation. Moreover, the problem of finding a preferred plan given a rich goal specification can be solved by using techniques developed for constrained optimization in CP-nets. But CP-network are inherently a propositional specification language, whereas many control applications require a relational language. Time permitting, I will explain why this problem arises naturally in intelligent control applications. I will show how some recent and richer relational languages can be used to address this problem, and how closely they are related to probabilistic relational models.

Authors

Ronen Brafman

DOI:


Topics: KR

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Ronen Brafman Preferences, Planning, and Control Principles of Knowledge Representation and Reasoning: Proceedings of the Eleventh International Conference (KR2008) (2008) .

Ronen Brafman Preferences, Planning, and Control KR 2008, .

Ronen Brafman (2008). Preferences, Planning, and Control. Principles of Knowledge Representation and Reasoning: Proceedings of the Eleventh International Conference (KR2008), .

Ronen Brafman. Preferences, Planning, and Control. Principles of Knowledge Representation and Reasoning: Proceedings of the Eleventh International Conference (KR2008) 2008 p..

Ronen Brafman. 2008. Preferences, Planning, and Control. "Principles of Knowledge Representation and Reasoning: Proceedings of the Eleventh International Conference (KR2008)". .

Ronen Brafman. (2008) "Preferences, Planning, and Control", Principles of Knowledge Representation and Reasoning: Proceedings of the Eleventh International Conference (KR2008), p.

Ronen Brafman, "Preferences, Planning, and Control", KR, p., 2008.

Ronen Brafman. "Preferences, Planning, and Control". Principles of Knowledge Representation and Reasoning: Proceedings of the Eleventh International Conference (KR2008), 2008, p..

Ronen Brafman. "Preferences, Planning, and Control". Principles of Knowledge Representation and Reasoning: Proceedings of the Eleventh International Conference (KR2008), (2008): .

Ronen Brafman. Preferences, Planning, and Control. KR[Internet]. 2008[cited 2023]; .


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