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An Argument-Based Framework to Model an Agent’s Beliefs in a Dynamic Environment

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Argumentation in Multi-Agent Systems (ArgMAS 2004)

Part of the book series: Lecture Notes in Computer Science ((LNAI,volume 3366))

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Abstract

One of the most difficult problems in multiagent systems involves representing knowledge and beliefs of agents in dynamic environments. New perceptions modify an agent’s current knowledge about the world, and consequently its beliefs. Such revision and updating process should be performed efficiently by the agent, particularly in the context of real time constraints.

This paper introduces an argument-based logic programming language called Observation-based Defeasible Logic Programming (ODeLP). An ODeLP program is used to represent an agent’s knowledge in the context of a multiagent system. The beliefs of the agent are modeled with warranted goals computed on the basis of the agent’s program. New perceptions from the environment result in changes in the agent’s knowledge handled by a simple but effective updating strategy. The process of computing beliefs in a changing environment is made computationally attractive by integrating a “dialectical database” with the agent’s program, providing precompiled information about inferences. We present algorithms for creation and use of dialectical databases.

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Capobianco, M., Chesñevar, C.I., Simari, G.R. (2005). An Argument-Based Framework to Model an Agent’s Beliefs in a Dynamic Environment. In: Rahwan, I., Moraïtis, P., Reed, C. (eds) Argumentation in Multi-Agent Systems. ArgMAS 2004. Lecture Notes in Computer Science(), vol 3366. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-540-32261-0_7

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  • DOI: https://doi.org/10.1007/978-3-540-32261-0_7

  • Publisher Name: Springer, Berlin, Heidelberg

  • Print ISBN: 978-3-540-24526-1

  • Online ISBN: 978-3-540-32261-0

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