Competition: Channel Exploration/Exploitation ...
Document type :
Autre communication scientifique (congrès sans actes - poster - séminaire...): Communication dans un congrès avec actes
Title :
Competition: Channel Exploration/Exploitation Based on a Thompson Sampling Approach in a Radio Cognitive Environment
Author(s) :
Maskooki, Arash [Auteur]
Self-organizing Future Ubiquitous Network [FUN]
Toldov, Viktor [Auteur]
Institut de Recherche sur les Composants logiciels et matériels pour l'Information et la Communication Avancée - UAR 3380 [IRCICA]
Institut d’Électronique, de Microélectronique et de Nanotechnologie - UMR 8520 [IEMN]
Self-organizing Future Ubiquitous Network [FUN]
Clavier, Laurent [Auteur]
Institut de Recherche sur les Composants logiciels et matériels pour l'Information et la Communication Avancée - UAR 3380 [IRCICA]
Institut d’Électronique, de Microélectronique et de Nanotechnologie - UMR 8520 [IEMN]
Institut TELECOM/TELECOM Lille1
Loscrì, Valeria [Auteur]
Self-organizing Future Ubiquitous Network [FUN]
Mitton, Nathalie [Auteur]
Self-organizing Future Ubiquitous Network [FUN]
Self-organizing Future Ubiquitous Network [FUN]
Toldov, Viktor [Auteur]
Institut de Recherche sur les Composants logiciels et matériels pour l'Information et la Communication Avancée - UAR 3380 [IRCICA]
Institut d’Électronique, de Microélectronique et de Nanotechnologie - UMR 8520 [IEMN]
Self-organizing Future Ubiquitous Network [FUN]
Clavier, Laurent [Auteur]

Institut de Recherche sur les Composants logiciels et matériels pour l'Information et la Communication Avancée - UAR 3380 [IRCICA]
Institut d’Électronique, de Microélectronique et de Nanotechnologie - UMR 8520 [IEMN]
Institut TELECOM/TELECOM Lille1
Loscrì, Valeria [Auteur]
Self-organizing Future Ubiquitous Network [FUN]
Mitton, Nathalie [Auteur]
Self-organizing Future Ubiquitous Network [FUN]
Conference title :
EWSN - International Conference on Embedded Wireless Systems and Networks (dependability competition)
City :
Graz
Country :
Autriche
Start date of the conference :
2016-02-15
HAL domain(s) :
Informatique [cs]/Réseaux et télécommunications [cs.NI]
English abstract : [en]
Machine learning approaches have been extensively applied in interference mitigation and cognitive radio devices. In this work, we model the spectrum selection process as a multi-arm bandit problem and apply Thompson ...
Show more >Machine learning approaches have been extensively applied in interference mitigation and cognitive radio devices. In this work, we model the spectrum selection process as a multi-arm bandit problem and apply Thompson sampling, a fast and efficient algorithm, to find the best channel in the shortest time interval. The learning algorithm will work on top of a network layer to efficiently route the event information to the sink.Show less >
Show more >Machine learning approaches have been extensively applied in interference mitigation and cognitive radio devices. In this work, we model the spectrum selection process as a multi-arm bandit problem and apply Thompson sampling, a fast and efficient algorithm, to find the best channel in the shortest time interval. The learning algorithm will work on top of a network layer to efficiently route the event information to the sink.Show less >
Language :
Anglais
Peer reviewed article :
Oui
Audience :
Internationale
Popular science :
Non
Source :
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