On the problem of comparing two models for rational decision making in autonomous agents

Autores
Parsons, Simon D.; Simari, Gerardo I.
Año de publicación
2003
Idioma
inglés
Tipo de recurso
documento de conferencia
Estado
versión publicada
Descripción
The main objective of this work is to establish a basis for comparing BDI agents with the optimality of decision theory models such as POMDPs. It is argued that a direct comparison is not possible due to the intractability of the algorithms used for solving POMDPs, and therefore an approximation must be used. We propose the reduction of the state space, and the combination of sub-solutions as the main approaches towards this goal. Throughout this work, the tileworld testbed is used as a frame of reference for the discussion of the various concepts.
Eje: Agentes y Sistemas Inteligentes (ASI)
Red de Universidades con Carreras en Informática (RedUNCI)
Materia
Ciencias Informáticas
ARTIFICIAL INTELLIGENCE
BDI Architecture
Decision Theoretic Models
Intelligent agents
Architectures
POMDP
Nivel de accesibilidad
acceso abierto
Condiciones de uso
http://creativecommons.org/licenses/by-nc-sa/2.5/ar/
Repositorio
SEDICI (UNLP)
Institución
Universidad Nacional de La Plata
OAI Identificador
oai:sedici.unlp.edu.ar:10915/22699

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network_name_str SEDICI (UNLP)
spelling On the problem of comparing two models for rational decision making in autonomous agentsParsons, Simon D.Simari, Gerardo I.Ciencias InformáticasARTIFICIAL INTELLIGENCEBDI ArchitectureDecision Theoretic ModelsIntelligent agentsArchitecturesPOMDPThe main objective of this work is to establish a basis for comparing BDI agents with the optimality of decision theory models such as POMDPs. It is argued that a direct comparison is not possible due to the intractability of the algorithms used for solving POMDPs, and therefore an approximation must be used. We propose the reduction of the state space, and the combination of sub-solutions as the main approaches towards this goal. Throughout this work, the tileworld testbed is used as a frame of reference for the discussion of the various concepts.Eje: Agentes y Sistemas Inteligentes (ASI)Red de Universidades con Carreras en Informática (RedUNCI)2003-10info:eu-repo/semantics/conferenceObjectinfo:eu-repo/semantics/publishedVersionObjeto de conferenciahttp://purl.org/coar/resource_type/c_5794info:ar-repo/semantics/documentoDeConferenciaapplication/pdf705-716http://sedici.unlp.edu.ar/handle/10915/22699enginfo:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by-nc-sa/2.5/ar/Creative Commons Attribution-NonCommercial-ShareAlike 2.5 Argentina (CC BY-NC-SA 2.5)reponame:SEDICI (UNLP)instname:Universidad Nacional de La Platainstacron:UNLP2025-10-22T16:36:42Zoai:sedici.unlp.edu.ar:10915/22699Institucionalhttp://sedici.unlp.edu.ar/Universidad públicaNo correspondehttp://sedici.unlp.edu.ar/oai/snrdalira@sedici.unlp.edu.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:13292025-10-22 16:36:42.684SEDICI (UNLP) - Universidad Nacional de La Platafalse
dc.title.none.fl_str_mv On the problem of comparing two models for rational decision making in autonomous agents
title On the problem of comparing two models for rational decision making in autonomous agents
spellingShingle On the problem of comparing two models for rational decision making in autonomous agents
Parsons, Simon D.
Ciencias Informáticas
ARTIFICIAL INTELLIGENCE
BDI Architecture
Decision Theoretic Models
Intelligent agents
Architectures
POMDP
title_short On the problem of comparing two models for rational decision making in autonomous agents
title_full On the problem of comparing two models for rational decision making in autonomous agents
title_fullStr On the problem of comparing two models for rational decision making in autonomous agents
title_full_unstemmed On the problem of comparing two models for rational decision making in autonomous agents
title_sort On the problem of comparing two models for rational decision making in autonomous agents
dc.creator.none.fl_str_mv Parsons, Simon D.
Simari, Gerardo I.
author Parsons, Simon D.
author_facet Parsons, Simon D.
Simari, Gerardo I.
author_role author
author2 Simari, Gerardo I.
author2_role author
dc.subject.none.fl_str_mv Ciencias Informáticas
ARTIFICIAL INTELLIGENCE
BDI Architecture
Decision Theoretic Models
Intelligent agents
Architectures
POMDP
topic Ciencias Informáticas
ARTIFICIAL INTELLIGENCE
BDI Architecture
Decision Theoretic Models
Intelligent agents
Architectures
POMDP
dc.description.none.fl_txt_mv The main objective of this work is to establish a basis for comparing BDI agents with the optimality of decision theory models such as POMDPs. It is argued that a direct comparison is not possible due to the intractability of the algorithms used for solving POMDPs, and therefore an approximation must be used. We propose the reduction of the state space, and the combination of sub-solutions as the main approaches towards this goal. Throughout this work, the tileworld testbed is used as a frame of reference for the discussion of the various concepts.
Eje: Agentes y Sistemas Inteligentes (ASI)
Red de Universidades con Carreras en Informática (RedUNCI)
description The main objective of this work is to establish a basis for comparing BDI agents with the optimality of decision theory models such as POMDPs. It is argued that a direct comparison is not possible due to the intractability of the algorithms used for solving POMDPs, and therefore an approximation must be used. We propose the reduction of the state space, and the combination of sub-solutions as the main approaches towards this goal. Throughout this work, the tileworld testbed is used as a frame of reference for the discussion of the various concepts.
publishDate 2003
dc.date.none.fl_str_mv 2003-10
dc.type.none.fl_str_mv info:eu-repo/semantics/conferenceObject
info:eu-repo/semantics/publishedVersion
Objeto de conferencia
http://purl.org/coar/resource_type/c_5794
info:ar-repo/semantics/documentoDeConferencia
format conferenceObject
status_str publishedVersion
dc.identifier.none.fl_str_mv http://sedici.unlp.edu.ar/handle/10915/22699
url http://sedici.unlp.edu.ar/handle/10915/22699
dc.language.none.fl_str_mv eng
language eng
dc.rights.none.fl_str_mv info:eu-repo/semantics/openAccess
http://creativecommons.org/licenses/by-nc-sa/2.5/ar/
Creative Commons Attribution-NonCommercial-ShareAlike 2.5 Argentina (CC BY-NC-SA 2.5)
eu_rights_str_mv openAccess
rights_invalid_str_mv http://creativecommons.org/licenses/by-nc-sa/2.5/ar/
Creative Commons Attribution-NonCommercial-ShareAlike 2.5 Argentina (CC BY-NC-SA 2.5)
dc.format.none.fl_str_mv application/pdf
705-716
dc.source.none.fl_str_mv reponame:SEDICI (UNLP)
instname:Universidad Nacional de La Plata
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reponame_str SEDICI (UNLP)
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repository.name.fl_str_mv SEDICI (UNLP) - Universidad Nacional de La Plata
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