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Authors: Keiichi Hamada 1 ; Masanori Akiyoshi 2 and Masaki Samejima 1

Affiliations: 1 Osaka University, Japan ; 2 Hiroshima Institute of Technology, Japan

Keyword(s): Project Management, Skill-up Simulator, Reinforcement Learning, Decision Tree.

Related Ontology Subjects/Areas/Topics: Applications ; Artificial Intelligence ; e-Business ; Education/Learning ; e-Learning ; Enterprise Information Systems ; Human-Computer Interaction ; Intelligent Information Systems ; Knowledge Management and Information Sharing ; Knowledge-Based Systems ; Symbolic Systems

Abstract: This paper addresses generating reference operation that a manager should carry out for improving a result of a certain project based on the project principle. The project principle is a group of rules to indicate what to do in situations of a project, and also necessary to generate the reference operation. First, the proposed method generates the project principle from optimal operations derived by reinforcement learning on automatically generated operations. And, the reference operation is generated by applying the project principle to a certain project model. Experimental results show that the proposed method can automatically generate the reference operation as well as manual generation.

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Paper citation in several formats:
Hamada, K.; Akiyoshi, M. and Samejima, M. (2012). A Generation Method of Reference Operation using Reinforcement Learning on Project Manager Skill-up Simulator. In Proceedings of the International Conference on Knowledge Management and Information Sharing (IC3K 2012) - KMIS; ISBN 978-989-8565-31-0; ISSN 2184-3228, SciTePress, pages 15-20. DOI: 10.5220/0004131700150020

@conference{kmis12,
author={Keiichi Hamada. and Masanori Akiyoshi. and Masaki Samejima.},
title={A Generation Method of Reference Operation using Reinforcement Learning on Project Manager Skill-up Simulator},
booktitle={Proceedings of the International Conference on Knowledge Management and Information Sharing (IC3K 2012) - KMIS},
year={2012},
pages={15-20},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004131700150020},
isbn={978-989-8565-31-0},
issn={2184-3228},
}

TY - CONF

JO - Proceedings of the International Conference on Knowledge Management and Information Sharing (IC3K 2012) - KMIS
TI - A Generation Method of Reference Operation using Reinforcement Learning on Project Manager Skill-up Simulator
SN - 978-989-8565-31-0
IS - 2184-3228
AU - Hamada, K.
AU - Akiyoshi, M.
AU - Samejima, M.
PY - 2012
SP - 15
EP - 20
DO - 10.5220/0004131700150020
PB - SciTePress

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