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Authors: Tobias Warden ; Thomas Wagner ; Hagen Langer and Otthein Herzog

Affiliation: Universität Bremen, Germany

Keyword(s): Multiagent systems, Interaction protocols, Distributed knowledge management, Machine learning, Knowledge exchange, Interactive learning.

Abstract: Software agents in complex, dynamic environments need to update, adapt, and improve their knowledge models for decision making in order to achieve adequate results. Their individual adaption often relies on machine learning from observational data. However, when data is not available in the required quantity and quality, alternative approaches are required. We propose an interaction-based approach to individual model adaption in multiagent systems, describe agent roles and interaction principles, and discuss how a goal-oriented transfer of knowledge among agents can be integrated into an agent-based knowledge management framework.

CC BY-NC-ND 4.0

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Paper citation in several formats:
Warden, T.; Wagner, T.; Langer, H. and Herzog, O. (2012). TOWARDS MULTIAGENT INTERACTIVE ADAPTION OF INDIVIDUAL MODELS FOR DECISION SUPPORT. In Proceedings of the 4th International Conference on Agents and Artificial Intelligence - Volume 2: IWSI, (ICAART 2012) ISBN 978-989-8425-95-9; ISSN 2184-433X, pages 553-559. DOI: 10.5220/0003886905530559

@conference{iwsi12,
author={Tobias Warden. and Thomas Wagner. and Hagen Langer. and Otthein Herzog.},
title={TOWARDS MULTIAGENT INTERACTIVE ADAPTION OF INDIVIDUAL MODELS FOR DECISION SUPPORT},
booktitle={Proceedings of the 4th International Conference on Agents and Artificial Intelligence - Volume 2: IWSI, (ICAART 2012)},
year={2012},
pages={553-559},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003886905530559},
isbn={978-989-8425-95-9},
issn={2184-433X},
}

TY - CONF

JO - Proceedings of the 4th International Conference on Agents and Artificial Intelligence - Volume 2: IWSI, (ICAART 2012)
TI - TOWARDS MULTIAGENT INTERACTIVE ADAPTION OF INDIVIDUAL MODELS FOR DECISION SUPPORT
SN - 978-989-8425-95-9
IS - 2184-433X
AU - Warden, T.
AU - Wagner, T.
AU - Langer, H.
AU - Herzog, O.
PY - 2012
SP - 553
EP - 559
DO - 10.5220/0003886905530559