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
.jpg)
- Institución
- Universidad Nacional de La Plata
- OAI Identificador
- oai:sedici.unlp.edu.ar:10915/22699
Ver los metadatos del registro completo
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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. |
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2003 |
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2003-10 |
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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 |
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eng |
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eng |
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openAccess |
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