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Authors: Grazia Bombini ; Nicola Di Mauro ; Teresa M. A. Basile ; Stefano Ferilli and Floriana Esposito

Affiliation: Università degli Studi di Bari, Italy

Keyword(s): Learning by imitation, Agents.

Related Ontology Subjects/Areas/Topics: Agents ; Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Biomedical Engineering ; Business Analytics ; Data Engineering ; Data Mining ; Databases and Information Systems Integration ; Datamining ; Enterprise Information Systems ; Health Information Systems ; Intelligent Agents ; Internet Technology ; Sensor Networks ; Signal Processing ; Soft Computing ; Web Information Systems and Technologies

Abstract: Humans use imitation as a mechanism for acquiring knowledge, i.e. they use instructions and/or demonstrations provided by other humans. In this paper we propose a logic programming framework for learning from imitation in order to make an agent able to learn from relational demonstrations. In particular, demonstrations are received in incremental way and used as training examples while the agent interacts in a stochastic environment. This logical framework allows to represent domain specific knowledge as well as to compactly and declaratively represent complex relational processes. The framework has been implemented and validated with experiments in simulated agent domains.

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Paper citation in several formats:
Bombini, G.; Di Mauro, N.; M. A. Basile, T.; Ferilli, S. and Esposito, F. (2009). A LOGIC PROGRAMMING FRAMEWORK FOR LEARNING BY IMITATION. In Proceedings of the 11th International Conference on Enterprise Information Systems - Volume 2: ICEIS; ISBN 978-989-8111-85-2; ISSN 2184-4992, SciTePress, pages 218-223. DOI: 10.5220/0002007502180223

@conference{iceis09,
author={Grazia Bombini. and Nicola {Di Mauro}. and Teresa {M. A. Basile}. and Stefano Ferilli. and Floriana Esposito.},
title={A LOGIC PROGRAMMING FRAMEWORK FOR LEARNING BY IMITATION},
booktitle={Proceedings of the 11th International Conference on Enterprise Information Systems - Volume 2: ICEIS},
year={2009},
pages={218-223},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0002007502180223},
isbn={978-989-8111-85-2},
issn={2184-4992},
}

TY - CONF

JO - Proceedings of the 11th International Conference on Enterprise Information Systems - Volume 2: ICEIS
TI - A LOGIC PROGRAMMING FRAMEWORK FOR LEARNING BY IMITATION
SN - 978-989-8111-85-2
IS - 2184-4992
AU - Bombini, G.
AU - Di Mauro, N.
AU - M. A. Basile, T.
AU - Ferilli, S.
AU - Esposito, F.
PY - 2009
SP - 218
EP - 223
DO - 10.5220/0002007502180223
PB - SciTePress

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