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

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 mus...

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Detalles Bibliográficos
Autores principales:	Parsons, Simon D., Simari, Gerardo I.
Formato:	Objeto de conferencia
Lenguaje:	Inglés
Publicado:	2003
Materias:	Ciencias Informáticas ARTIFICIAL INTELLIGENCE BDI Architecture Decision Theoretic Models Intelligent agents Architectures POMDP
Acceso en línea:	http://sedici.unlp.edu.ar/handle/10915/22699
Aporte de:	SEDICI (UNLP) de Universidad Nacional de La Plata

id	I19-R120-10915-22699
record_format	dspace
institution	Universidad Nacional de La Plata
institution_str	I-19
repository_str	R-120
collection	SEDICI (UNLP)
language	Inglés
topic	Ciencias Informáticas ARTIFICIAL INTELLIGENCE BDI Architecture Decision Theoretic Models Intelligent agents Architectures POMDP
spellingShingle	Ciencias Informáticas ARTIFICIAL INTELLIGENCE BDI Architecture Decision Theoretic Models Intelligent agents Architectures POMDP Parsons, Simon D. Simari, Gerardo I. On the problem of comparing two models for rational decision making in autonomous agents
topic_facet	Ciencias Informáticas ARTIFICIAL INTELLIGENCE BDI Architecture Decision Theoretic Models Intelligent agents Architectures POMDP
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.
format	Objeto de conferencia Objeto de conferencia
author	Parsons, Simon D. Simari, Gerardo I.
author_facet	Parsons, Simon D. Simari, Gerardo I.
author_sort	Parsons, Simon D.
title	On the problem of comparing two models for rational decision making in autonomous agents
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
publishDate	2003
url	http://sedici.unlp.edu.ar/handle/10915/22699
work_keys_str_mv	AT parsonssimond ontheproblemofcomparingtwomodelsforrationaldecisionmakinginautonomousagents AT simarigerardoi ontheproblemofcomparingtwomodelsforrationaldecisionmakinginautonomousagents
bdutipo_str	Repositorios
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On the problem of comparing two models for rational decision making in autonomous agents

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