loading
Papers Papers/2022 Papers Papers/2022

Research.Publish.Connect.

Paper

Paper Unlock

Authors: Markus Eberling and Hans Kleine Büning

Affiliation: University of Paderborn, Germany

Keyword(s): Cooperation, Multiagent systems, Value propagation, Imitation-based learning.

Related Ontology Subjects/Areas/Topics: Agents ; Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Computational Intelligence ; Cooperation and Coordination ; Distributed and Mobile Software Systems ; Distributed Problem Solving ; Enterprise Information Systems ; Evolutionary Computing ; Knowledge Discovery and Information Retrieval ; Knowledge Engineering and Ontology Development ; Knowledge-Based Systems ; Machine Learning ; Multi-Agent Systems ; Soft Computing ; Software Engineering ; Symbolic Systems

Abstract: Cooperation between autonomous and rational agents is still a challenge. The problem even gets harder if the agents follow different policies or if they are designed by different companies that have contradicting goals. In such systems agents cannot rely on the cooperation willingness of the other agents. Mostly, the reason for receiving cooperation is not observable as it is a result of the private decision process of the other agent. We deal with a multiagent system where the agents decide with whom to cooperate on the basis of multiple criteria. The system models these criteria with the help of rated propositions. Interaction in our system can only occur between agents that are linked together in a network structure. The agents adapt their values to the best performing neighbor and rewire their connections if they have uncooperative neighbors. We will present an imitation-based learning mechanism and we will theoretically analyze the mechanism. This paper also presents a worst cas e scenario in which the mechanism will fail. (More)

CC BY-NC-ND 4.0

Sign In Guest: Register as new SciTePress user now for free.

Sign In SciTePress user: please login.

PDF ImageMy Papers

You are not signed in, therefore limits apply to your IP address 52.14.22.250

In the current month:
Recent papers: 100 available of 100 total
2+ years older papers: 200 available of 200 total

Paper citation in several formats:
Eberling, M. and Kleine Büning, H. (2011). CONVERGENCE ANALYSIS OF A MULTIAGENT COOPERATION MODEL. In Proceedings of the 3rd International Conference on Agents and Artificial Intelligence - Volume 1: ICAART; ISBN 978-989-8425-41-6; ISSN 2184-433X, SciTePress, pages 167-172. DOI: 10.5220/0003139901670172

@conference{icaart11,
author={Markus Eberling. and Hans {Kleine Büning}.},
title={CONVERGENCE ANALYSIS OF A MULTIAGENT COOPERATION MODEL},
booktitle={Proceedings of the 3rd International Conference on Agents and Artificial Intelligence - Volume 1: ICAART},
year={2011},
pages={167-172},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003139901670172},
isbn={978-989-8425-41-6},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 3rd International Conference on Agents and Artificial Intelligence - Volume 1: ICAART
TI - CONVERGENCE ANALYSIS OF A MULTIAGENT COOPERATION MODEL
SN - 978-989-8425-41-6
IS - 2184-433X
AU - Eberling, M.
AU - Kleine Büning, H.
PY - 2011
SP - 167
EP - 172
DO - 10.5220/0003139901670172
PB - SciTePress

- Science and Technology Publications, Lda.
RESOURCES

Proceedings

Papers

Authors

Ontology

CONTACTS

Science and Technology Publications, Lda
Avenida de S. Francisco Xavier, Lote 7 Cv. C,
2900-616 Setúbal, Portugal.

Phone: +351 265 520 185 (National fixed network call)
Fax: +351 265 520 186
Email: info@scitepress.org

EXTERNAL LINKS

PRIMORIS

INSTICC

SCITEVENTS

CROSSREF

PROCEEDINGS SUBMITTED FOR INDEXATION BY:

dblp

Ei Compendex

SCOPUS

Semantic Scholar

Google Scholar

Microsoft Academic