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Authors: Cem Yucelgen ; Yusuf Kuyumcu and N. Serap Sengor

Affiliation: Istanbul Technical University, Turkey

Keyword(s): Adaptive resonance theory, Reinforcement learning, Goal-directed behaviour.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Cognitive Systems ; Computational Intelligence ; Evolutionary Computing ; Hybrid Intelligent Systems ; Soft Computing ; Symbolic Systems

Abstract: Intelligent organisms complete goal-directed behaviour by accomplishing a series of cognitive process. Inspired from these cognitive processes, in this work, a novel structure composed of Adaptive Resonance Theory and an Action Selection module is introduced. This novel structure is capable of recognizing task relevant patterns and choosing task relevant actions to complete goal-directed behavior. In order to construct these task relevant choices the parameters of the system are modified by Reinforcement Learning. Thus the proposed structure is capable of modifying its choices and evaluates the outcome of these choices. In order to show the efficiency of the proposed structure word hunting task is solved.

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Paper citation in several formats:
Yucelgen, C.; Kuyumcu, Y. and Serap Sengor, N. (2012). A NOVEL STRUCTURE FOR REALIZING GOAL-DIRECTED BEHAVIOR. In Proceedings of the 4th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART; ISBN 978-989-8425-95-9; ISSN 2184-433X, SciTePress, pages 249-255. DOI: 10.5220/0003719902490255

@conference{icaart12,
author={Cem Yucelgen. and Yusuf Kuyumcu. and N. {Serap Sengor}.},
title={A NOVEL STRUCTURE FOR REALIZING GOAL-DIRECTED BEHAVIOR},
booktitle={Proceedings of the 4th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART},
year={2012},
pages={249-255},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0003719902490255},
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: ICAART
TI - A NOVEL STRUCTURE FOR REALIZING GOAL-DIRECTED BEHAVIOR
SN - 978-989-8425-95-9
IS - 2184-433X
AU - Yucelgen, C.
AU - Kuyumcu, Y.
AU - Serap Sengor, N.
PY - 2012
SP - 249
EP - 255
DO - 10.5220/0003719902490255
PB - SciTePress