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dc.creatorLozano, Fernando 
dc.creatorLozano, Jaime 
dc.creatorGarcía, Mario 
dc.date.accessioned2015-09-28T16:27:07Z
dc.date.available2015-09-28T16:27:07Z
dc.date.created2007
dc.date.issued2007
dc.identifier.urihttp://repository.urosario.edu.co/handle/10336/10893
dc.description.abstractIn this paper, we employ techniques from artificial intelligence such as reinforcement learning and agent based modeling as building blocks of a computational model for an economy based on conventions. First we model the interaction among firms in the private sector. These firms behave in an information environment based on conventions, meaning that a firm is likely to behave as its neighbors if it observes that their actions lead to a good pay off. On the other hand, we propose the use of reinforcement learning as a computational model for the role of the government in the economy, as the agent that determines the fiscal policy, and whose objective is to maximize the growth of the economy. We present the implementation of a simulator of the proposed model based on SWARM, that employs the SARSA(λ) algorithm combined with a multilayer perceptron as the function approximation for the action value function.
dc.format.extent[9 páginas]
dc.format.mediumRecurso electrónico
dc.format.mimetypeapplication/pdf
dc.language.isospa
dc.relation.urihttps://ideas.repec.org/p/col/000092/003907.html
dc.sourceinstname:Universidad del Rosario
dc.sourcereponame:Repositorio Institucional EdocUR
dc.sourceinstname:Universidad del Rosario
dc.subject.ddcEconomía 
dc.subject.lembDesarrollo económico
dc.subject.lembModelos económicos
dc.subject.lembCrecimiento económico
dc.subject.lembEconomía
dc.titleAn artificial economy based on reinforcement learning and agent based modeling
dc.typeworkingPaper
dc.publisherUniversidad del Rosario
dc.publisher.departmentFacultad de Economía
dc.subject.keywordreinforcement learning
dc.subject.keywordagent-based modeling
dc.subject.keywordcomputational economics
dc.rights.accesRightsinfo:eu-repo/semantics/openAccess
dc.type.spaDocumento de trabajo
dc.rights.accesoAbierto (Texto completo)
dc.type.hasVersioninfo:eu-repo/semantics/acceptedVersion
dc.format.tipoDocumento
dc.rights.ccAtribución-NoComercial-SinDerivadas 2.5 Colombia
dc.relation.citationTitleSerie Documentos de trabajo. Economía


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