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Updating action domain descriptions()

Incorporating new information into a knowledge base is an important problem which has been widely investigated. In this paper, we study this problem in a formal framework for reasoning about actions and change. In this framework, action domains are described in an action language whose semantics is...

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Detalles Bibliográficos
Autores principales: Eiter, Thomas, Erdem, Esra, Fink, Michael, Senko, Ján
Formato: Texto
Lenguaje:English
Publicado: North Holland Publishing 2010
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2978003/
https://www.ncbi.nlm.nih.gov/pubmed/21151324
http://dx.doi.org/10.1016/j.artint.2010.07.004
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author Eiter, Thomas
Erdem, Esra
Fink, Michael
Senko, Ján
author_facet Eiter, Thomas
Erdem, Esra
Fink, Michael
Senko, Ján
author_sort Eiter, Thomas
collection PubMed
description Incorporating new information into a knowledge base is an important problem which has been widely investigated. In this paper, we study this problem in a formal framework for reasoning about actions and change. In this framework, action domains are described in an action language whose semantics is based on the notion of causality. Unlike the formalisms considered in the related work, this language allows straightforward representation of non-deterministic effects and indirect effects of (possibly concurrent) actions, as well as state constraints; therefore, the updates can be more general than elementary statements. The expressivity of this formalism allows us to study the update of an action domain description with a more general approach compared to related work. First of all, we consider the update of an action description with respect to further criteria, for instance, by ensuring that the updated description entails some observations, assertions, or general domain properties that constitute further constraints that are not expressible in an action description in general. Moreover, our framework allows us to discriminate amongst alternative updates of action domain descriptions and to single out a most preferable one, based on a given preference relation possibly dependent on the specified criteria. We study semantic and computational aspects of the update problem, and establish basic properties of updates as well as a decomposition theorem that gives rise to a divide and conquer approach to updating action descriptions under certain conditions. Furthermore, we study the computational complexity of decision problems around computing solutions, both for the generic setting and for two particular preference relations, viz. set-inclusion and weight-based preference. While deciding the existence of solutions and recognizing solutions are PSPACE-complete problems in general, the problems fall back into the polynomial hierarchy under restrictions on the additional constraints. We finally discuss methods to compute solutions and approximate solutions (which disregard preference). Our results provide a semantic and computational basis for developing systems that incorporate new information into action domain descriptions in an action language, in the presence of additional constraints.
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spelling pubmed-29780032010-12-06 Updating action domain descriptions() Eiter, Thomas Erdem, Esra Fink, Michael Senko, Ján Artif Intell Article Incorporating new information into a knowledge base is an important problem which has been widely investigated. In this paper, we study this problem in a formal framework for reasoning about actions and change. In this framework, action domains are described in an action language whose semantics is based on the notion of causality. Unlike the formalisms considered in the related work, this language allows straightforward representation of non-deterministic effects and indirect effects of (possibly concurrent) actions, as well as state constraints; therefore, the updates can be more general than elementary statements. The expressivity of this formalism allows us to study the update of an action domain description with a more general approach compared to related work. First of all, we consider the update of an action description with respect to further criteria, for instance, by ensuring that the updated description entails some observations, assertions, or general domain properties that constitute further constraints that are not expressible in an action description in general. Moreover, our framework allows us to discriminate amongst alternative updates of action domain descriptions and to single out a most preferable one, based on a given preference relation possibly dependent on the specified criteria. We study semantic and computational aspects of the update problem, and establish basic properties of updates as well as a decomposition theorem that gives rise to a divide and conquer approach to updating action descriptions under certain conditions. Furthermore, we study the computational complexity of decision problems around computing solutions, both for the generic setting and for two particular preference relations, viz. set-inclusion and weight-based preference. While deciding the existence of solutions and recognizing solutions are PSPACE-complete problems in general, the problems fall back into the polynomial hierarchy under restrictions on the additional constraints. We finally discuss methods to compute solutions and approximate solutions (which disregard preference). Our results provide a semantic and computational basis for developing systems that incorporate new information into action domain descriptions in an action language, in the presence of additional constraints. North Holland Publishing 2010-10 /pmc/articles/PMC2978003/ /pubmed/21151324 http://dx.doi.org/10.1016/j.artint.2010.07.004 Text en © 2010 Elsevier B.V. https://creativecommons.org/licenses/by-nc-nd/3.0/ Open Access under CC BY-NC-ND 3.0 (https://creativecommons.org/licenses/by-nc-nd/3.0/) license
spellingShingle Article
Eiter, Thomas
Erdem, Esra
Fink, Michael
Senko, Ján
Updating action domain descriptions()
title Updating action domain descriptions()
title_full Updating action domain descriptions()
title_fullStr Updating action domain descriptions()
title_full_unstemmed Updating action domain descriptions()
title_short Updating action domain descriptions()
title_sort updating action domain descriptions()
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2978003/
https://www.ncbi.nlm.nih.gov/pubmed/21151324
http://dx.doi.org/10.1016/j.artint.2010.07.004
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