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Home / Proceedings / Principles of Knowledge Representation and Reasoning: Proceedings of the Ninth International Conference (KR2004) / Book One

Domain-Specific Preferences for Causal Reasoning and Planning

March 15, 2023

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Authors

James P. Delgrande

Torsten Schaub

and Hans Tompits

DOI:


Abstract:

We address the issue of incorporating domain-specific preferences in planning systems, where a preference may be seen as a soft constraint that it is desirable, but not necessary, to satisfy. To this end, we identify two types of preferences, choice preferences that give a preference over which formulas (typically subgoals) to establish, and temporal preferences, which specify a desirable ordering on the establishment of formulas. Preferences may be constructed from actions or fluents but, as we show, this distinction is immaterial. In fact, we allow preferences on arbitrary formulas build from action and fluent names. These preference orderings induce preference ordering on resulting plans, the maximal elements of which yield the preferred plans. We argue that the approach is general and flexible; as well, it handles conditional preferences. Our framework is developed in the context of transition systems; hence, it is applicable to a large number of different action languages, including the well-known language C. Furthermore, our results are applicable to general planning formalisms.

Topics: KR

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HOW TO CITE:

James P. Delgrande||Torsten Schaub||and Hans Tompits Domain-Specific Preferences for Causal Reasoning and Planning Principles of Knowledge Representation and Reasoning: Proceedings of the Ninth International Conference (KR2004) (2004) .

James P. Delgrande||Torsten Schaub||and Hans Tompits Domain-Specific Preferences for Causal Reasoning and Planning KR 2004, .

James P. Delgrande||Torsten Schaub||and Hans Tompits (2004). Domain-Specific Preferences for Causal Reasoning and Planning. Principles of Knowledge Representation and Reasoning: Proceedings of the Ninth International Conference (KR2004), .

James P. Delgrande||Torsten Schaub||and Hans Tompits. Domain-Specific Preferences for Causal Reasoning and Planning. Principles of Knowledge Representation and Reasoning: Proceedings of the Ninth International Conference (KR2004) 2004 p..

James P. Delgrande||Torsten Schaub||and Hans Tompits. 2004. Domain-Specific Preferences for Causal Reasoning and Planning. "Principles of Knowledge Representation and Reasoning: Proceedings of the Ninth International Conference (KR2004)". .

James P. Delgrande||Torsten Schaub||and Hans Tompits. (2004) "Domain-Specific Preferences for Causal Reasoning and Planning", Principles of Knowledge Representation and Reasoning: Proceedings of the Ninth International Conference (KR2004), p.

James P. Delgrande||Torsten Schaub||and Hans Tompits, "Domain-Specific Preferences for Causal Reasoning and Planning", KR, p., 2004.

James P. Delgrande||Torsten Schaub||and Hans Tompits. "Domain-Specific Preferences for Causal Reasoning and Planning". Principles of Knowledge Representation and Reasoning: Proceedings of the Ninth International Conference (KR2004), 2004, p..

James P. Delgrande||Torsten Schaub||and Hans Tompits. "Domain-Specific Preferences for Causal Reasoning and Planning". Principles of Knowledge Representation and Reasoning: Proceedings of the Ninth International Conference (KR2004), (2004): .

James P. Delgrande||Torsten Schaub||and Hans Tompits. Domain-Specific Preferences for Causal Reasoning and Planning. KR[Internet]. 2004[cited 2023]; .


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