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Lifelong Machine Learning with Adaptive Multi-Agent Systems

Verstaevel, Nicolas and Boes, Jérémy and Nigon, Julien and D'Amico, Dorian and Gleizes, Marie-Pierre Lifelong Machine Learning with Adaptive Multi-Agent Systems. (2017) In: 9th International Conference on Agents and Artificial Intelligence (ICAART 2017), 24 February 2017 - 26 February 2017 (Porto, Portugal).

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Official URL: http://dx.doi.org/10.5220/0006247302750286

Abstract

Sensors and actuators are progressively invading our everyday life as well as industrial processes. They form complex and pervasive systems usually called ”ambient systems” or ”cyber-physical systems”. These systems are supposed to efficiently perform various and dynamic tasks in an ever-changing environment. They need to be able to learn and to self-adapt throughout their life, because designers cannot specify a priori all the interactions and situations they will face. These are strong requirements that push the need for lifelong machine learning, where devices can learn models and behaviours during their whole lifetime and are able to transfer them to perform other tasks. This paper presents a multi-agent approach for lifelong machine learning

Item Type:Conference or Workshop Item (Paper)
Additional Information:Thanks to SCITEPRESS (Science and Technology Publications) editor. The definitive version is available at http://www.scitepress.org This papers appears in Proceedings of the 9th International Conference on Agents and Artificial Intelligence - Volume 2: ICAART. ISBN: 978-989-758-220-2 The original PDF of the article can be found at : http://www.scitepress.org/PublicationsDetail.aspx?ID=i14fcVe3IKk=&t=1
HAL Id:hal-01712545
Audience (conference):International conference proceedings
Uncontrolled Keywords:
Institution:Université de Toulouse > Institut National Polytechnique de Toulouse - INPT (FRANCE)
French research institutions > Centre National de la Recherche Scientifique - CNRS (FRANCE)
Université de Toulouse > Université Toulouse III - Paul Sabatier - UPS (FRANCE)
Université de Toulouse > Université Toulouse - Jean Jaurès - UT2J (FRANCE)
Université de Toulouse > Université Toulouse 1 Capitole - UT1 (FRANCE)
Laboratory name:
Funders:
Midi- Pyrenees region, in the neOCampus initiative (www.irit.fr/neocampus/) - University of Toulouse
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Deposited By: IRIT IRIT
Deposited On:02 Feb 2018 10:40

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