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Authors: Dominik Maximilián Ramík ; Kurosh Madani and Christophe Sabourin

Affiliation: University Paris-Est Créteil (UPEC), France

ISBN: 978-989-8565-77-8

Keyword(s): Artificial Curiosity, Cognitive Machines, Perceptual Curiosity, Epistemic Curiosity, Semantic Knowledge, Learning-by-Interaction, Learning-by-Observation.

Related Ontology Subjects/Areas/Topics: Artificial Intelligence ; Biomedical Engineering ; Biomedical Signal Processing ; Computational Intelligence ; Health Engineering and Technology Applications ; Human-Computer Interaction ; Intelligent Artificial Perception and Neural Sensors ; Learning Paradigms and Algorithms ; Methodologies and Methods ; Neural Networks ; Neurocomputing ; Neurotechnology, Electronics and Informatics ; Pattern Recognition ; Physiological Computing Systems ; Sensor Networks ; Signal Processing ; Soft Computing ; Theory and Methods

Abstract: This paper is devoted to autonomous cognitive machines by mean of the design of an artificial curiosity based cognitive system for autonomous high-level knowledge acquisition from visual information. Playing a chief role as well in visual attention as in interactive high-level knowledge construction, the artificial curiosity (e.g. perceptual and epistemic curiosities) is realized through combining visual saliency detection and Machine-Learning based approaches. Experimental results validating the deployment of the investigated system have been obtained using a humanoid robot acquiring visually knowledge about its surrounding environment interacting with a human tutor. As show the reported results and experiments, the proposed cognitive system allows the machine to discover autonomously the surrounding world in which it may evolve, to learn new knowledge about it and to describe it using human-like natural utterances.

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Paper citation in several formats:
Maximilián Ramík, D.; Madani, K. and Sabourin, C. (2013). Artificial Curiosity Emerging Human-like Behaviour - A Fundation for Fully Autonomous Cognitive Machines.In Proceedings of the 5th International Joint Conference on Computational Intelligence - Volume 1: NCTA, (IJCCI 2013) ISBN 978-989-8565-77-8, pages 407-419. DOI: 10.5220/0004628604070419

@conference{ncta13,
author={Dominik Maximilián Ramík. and Kurosh Madani. and Christophe Sabourin.},
title={Artificial Curiosity Emerging Human-like Behaviour - A Fundation for Fully Autonomous Cognitive Machines},
booktitle={Proceedings of the 5th International Joint Conference on Computational Intelligence - Volume 1: NCTA, (IJCCI 2013)},
year={2013},
pages={407-419},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0004628604070419},
isbn={978-989-8565-77-8},
}

TY - CONF

JO - Proceedings of the 5th International Joint Conference on Computational Intelligence - Volume 1: NCTA, (IJCCI 2013)
TI - Artificial Curiosity Emerging Human-like Behaviour - A Fundation for Fully Autonomous Cognitive Machines
SN - 978-989-8565-77-8
AU - Maximilián Ramík, D.
AU - Madani, K.
AU - Sabourin, C.
PY - 2013
SP - 407
EP - 419
DO - 10.5220/0004628604070419

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