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Authors: Alexandros Bousdekis 1 ; Nikos Papageorgiou 1 ; Babis Magoutas 1 ; Dimitris Apostolou 2 and Gregoris Mentzas 1

Affiliations: 1 National Technical University of Athens, Greece ; 2 University of Piraeus, Greece

ISBN: 978-989-758-187-8

Keyword(s): Kalman Filter, Curve Fitting, Decision Support, Machine Learning, Manufacturing, Feedback.

Related Ontology Subjects/Areas/Topics: Agents ; Applications of Expert Systems ; Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Enterprise Information Systems ; Industrial Applications of Artificial Intelligence ; Intelligent Agents ; Internet Technology ; Operational Research ; Web Information Systems and Technologies

Abstract: The incorporation of feedback in the proactive event-driven decision making can improve the recommendations generated and be used to inform users online about the impact of the recommended action following its implementation. We propose an approach for learning cost functions from Sensor-Enabled Feedback (SEF) for the continuous improvement of proactive event-driven decision making. We suggest using Kalman Filter, dynamic Curve Fitting and Extrapolation to update online (i.e. during action implementation) cost functions of actions, with the aim to improve the parameters taken into account for generating recommendations and thus, the recommendations themselves. We implemented our approach in a real proactive manufacturing scenario and we conducted extensive experiments in order to validate its effectiveness.

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Paper citation in several formats:
Bousdekis, A.; Papageorgiou, N.; Magoutas, B.; Apostolou, D. and Mentzas, G. (2016). Continuous Improvement of Proactive Event-driven Decision Making through Sensor-Enabled Feedback (SEF).In Proceedings of the 18th International Conference on Enterprise Information Systems - Volume 2: ICEIS, ISBN 978-989-758-187-8, pages 166-173. DOI: 10.5220/0005866701660173

@conference{iceis16,
author={Alexandros Bousdekis. and Nikos Papageorgiou. and Babis Magoutas. and Dimitris Apostolou. and Gregoris Mentzas.},
title={Continuous Improvement of Proactive Event-driven Decision Making through Sensor-Enabled Feedback (SEF)},
booktitle={Proceedings of the 18th International Conference on Enterprise Information Systems - Volume 2: ICEIS,},
year={2016},
pages={166-173},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0005866701660173},
isbn={978-989-758-187-8},
}

TY - CONF

JO - Proceedings of the 18th International Conference on Enterprise Information Systems - Volume 2: ICEIS,
TI - Continuous Improvement of Proactive Event-driven Decision Making through Sensor-Enabled Feedback (SEF)
SN - 978-989-758-187-8
AU - Bousdekis, A.
AU - Papageorgiou, N.
AU - Magoutas, B.
AU - Apostolou, D.
AU - Mentzas, G.
PY - 2016
SP - 166
EP - 173
DO - 10.5220/0005866701660173

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