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Authors: Aymeric Le Dorze 1 ; Béatrice Duval 1 ; Laurent Garcia 1 ; David Genest 1 ; Philippe Leray 2 and Stéphane Loiseau 1

Affiliations: 1 Université d’Angers, France ; 2 École Polytechnique and Université de Nantes, France

ISBN: 978-989-758-015-4

Keyword(s): Cognitive Map, Probabilities, Causality, Bayesian Network.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Bayesian Networks ; Cognitive Systems ; Computational Intelligence ; Enterprise Information Systems ; Evolutionary Computing ; Knowledge Representation and Reasoning ; Soft Computing ; Symbolic Systems

Abstract: Cognitive maps are a knowledge representation model that describes influences between concepts by a graph, where each influence is quantified by a value. The values are generally not formally defined. In this paper, we introduce a new cognitive map model, the probabilistic cognitive maps. In such maps, the values of the influences are interpreted as probability values. We define formally the semantics of this model. We also provide an operation to compute the global influence of a concept on any other one, called the probabilistic propagated influence. To show that our model is valid, we propose a procedure to represent a probabilistic cognitive map as a Bayesian network. This new model strengthens cognitive maps by giving them strong semantics. Moreover, it acts as a bridge between cognitive maps and Bayesian networks.

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Paper citation in several formats:
Le Dorze, A.; Duval, B.; Garcia, L.; Genest, D.; Leray, P. and Loiseau, S. (2014). Probabilistic Cognitive Maps - Semantics of a Cognitive Map when the Values are Assumed to be Probabilities.In Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART, ISBN 978-989-758-015-4, pages 52-62. DOI: 10.5220/0004757200520062

@conference{icaart14,
author={Aymeric Le Dorze. and Béatrice Duval. and Laurent Garcia. and David Genest. and Philippe Leray. and Stéphane Loiseau.},
title={Probabilistic Cognitive Maps - Semantics of a Cognitive Map when the Values are Assumed to be Probabilities},
booktitle={Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,},
year={2014},
pages={52-62},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004757200520062},
isbn={978-989-758-015-4},
}

TY - CONF

JO - Proceedings of the 6th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,
TI - Probabilistic Cognitive Maps - Semantics of a Cognitive Map when the Values are Assumed to be Probabilities
SN - 978-989-758-015-4
AU - Le Dorze, A.
AU - Duval, B.
AU - Garcia, L.
AU - Genest, D.
AU - Leray, P.
AU - Loiseau, S.
PY - 2014
SP - 52
EP - 62
DO - 10.5220/0004757200520062

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