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Authors: Kamilia Ahmadi and Vicki H. Allan

Affiliation: Utah State University, United States

ISBN: 978-989-8565-38-9

Keyword(s): Adaptation, Self-organization, Meta-Reasoning and Reorganization.

Related Ontology Subjects/Areas/Topics: Agents ; Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Distributed and Mobile Software Systems ; Enterprise Information Systems ; Knowledge Engineering and Ontology Development ; Knowledge-Based Systems ; Multi-Agent Systems ; Software Engineering ; Symbolic Systems

Abstract: Self-organizing multi-agent systems provide a suitable paradigm for agents to manage themselves. We demonstrate a robust, decentralized approach for structural adaptation in explicitly modelled problem solving agent organizations. Based on self-organization principles, our method enables the agents to modify their structural relations to achieve a better completion rate of tasks in the environment. Reasoning on adaptation is based only on the agent’s history of interactions. Agents use the history of tasks assigned to their neighbours and completion rate as a measure of evaluation. This evaluation suggests the most suitable agents for reorganization (Meta-Reasoning). Our Selective-Adaptation has four different approaches of Meta-Reasoning, which are 1) Fixed Approach, 2) Need-Based Approach, 3) Performance-Based Approach, and 4) Satisfaction-based Approach along with a Reorganization approach, which needs less data but makes better decisions.

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Paper citation in several formats:
Ahmadi, K. and H. Allan, V. (2013). Efficient Self Adapting Agent Organizations.In Proceedings of the 5th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART, ISBN 978-989-8565-38-9, pages 294-303. DOI: 10.5220/0004261902940303

@conference{icaart13,
author={Kamilia Ahmadi. and Vicki H. Allan.},
title={Efficient Self Adapting Agent Organizations},
booktitle={Proceedings of the 5th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,},
year={2013},
pages={294-303},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004261902940303},
isbn={978-989-8565-38-9},
}

TY - CONF

JO - Proceedings of the 5th International Conference on Agents and Artificial Intelligence - Volume 1: ICAART,
TI - Efficient Self Adapting Agent Organizations
SN - 978-989-8565-38-9
AU - Ahmadi, K.
AU - H. Allan, V.
PY - 2013
SP - 294
EP - 303
DO - 10.5220/0004261902940303

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