On integrating Theory of Mind in context-aware negotiation agents

Theory of Mind (ToM) is the ability of an agent to represent mental states of other agents including their intentions, desires, goals, models, beliefs, how the environment makes an impact on those beliefs, and the beliefs those agents may have about the beliefs others have about themselves. Integrat...

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Detalles Bibliográficos
Autores principales: Kröhling, Dan, Martínez, Ernesto
Formato: Objeto de conferencia
Lenguaje:Inglés
Publicado: 2019
Materias:
Ciencias Informáticas
Theory of Mind
Negotiation Agents
Context Awareness
Bayesian Models
Acceso en línea:http://sedici.unlp.edu.ar/handle/10915/87942
Aporte de:
SEDICI (UNLP) de Universidad Nacional de La Plata
id I19-R120-10915-87942
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
Theory of Mind
Negotiation Agents
Context Awareness
Bayesian Models
spellingShingle Ciencias Informáticas
Theory of Mind
Negotiation Agents
Context Awareness
Bayesian Models
Kröhling, Dan
Martínez, Ernesto
On integrating Theory of Mind in context-aware negotiation agents
topic_facet Ciencias Informáticas
Theory of Mind
Negotiation Agents
Context Awareness
Bayesian Models
description Theory of Mind (ToM) is the ability of an agent to represent mental states of other agents including their intentions, desires, goals, models, beliefs, how the environment makes an impact on those beliefs, and the beliefs those agents may have about the beliefs others have about themselves. Integrating arti cial ToM in automated negotiations can provide software agents a key competitive advantage. In this work, we propose integrating ToM into context-aware negotiation agents using Bayesian inference to update each agent's beliefs. Beliefs are about the necessity and risk of the opponent considering hypothesis about how it takes into account contextual variables. A systematic hierarchical approach to combine ToM with using evidence from the opponent actions in an unfolding negotiation episode is proposed. Alternative contextual scenarios are used to argue in favor of incorporating di erent levels of reasoning and modeling the strategic behavior of an opponent.
format Objeto de conferencia
Objeto de conferencia
author Kröhling, Dan
Martínez, Ernesto
author_facet Kröhling, Dan
Martínez, Ernesto
author_sort Kröhling, Dan
title On integrating Theory of Mind in context-aware negotiation agents
title_short On integrating Theory of Mind in context-aware negotiation agents
title_full On integrating Theory of Mind in context-aware negotiation agents
title_fullStr On integrating Theory of Mind in context-aware negotiation agents
title_full_unstemmed On integrating Theory of Mind in context-aware negotiation agents
title_sort on integrating theory of mind in context-aware negotiation agents
publishDate 2019
url http://sedici.unlp.edu.ar/handle/10915/87942
work_keys_str_mv AT krohlingdan onintegratingtheoryofmindincontextawarenegotiationagents
AT martinezernesto onintegratingtheoryofmindincontextawarenegotiationagents
bdutipo_str Repositorios
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