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Apprentissage machine orienté QoS pour l'accès opportuniste au spectre

Navikkumar Modi , Philippe Mary , Christophe Moy
XXVe Colloque GRETSI 2015, Sep 2015, Lyon, France. 4 p
Conference papers hal-01169842v1

Upper Confidence Bound Learning Approach for Real HF Measurements

Laura Melian-Gutierrez , Navikkumar Modi , Christophe Moy , Iván Perez-Alvarez , Carlos Faouzi Bader et al.
IEEE International Conference on Communications - ICC'15, Jun 2015, Londres, United Kingdom. ⟨10.1109/iccw.2015.7247209⟩
Conference papers hal-01136007v1

Spectrum Utilization and Reconfiguration Cost Comparison of Various Decision Making Policies for Opportunistic Spectrum Access Using Real Radio Signals

Sumit Jagdish Darak , Navikkumar Modi , Amor Nafkha , Christophe Moy
11th EAI International Conference on Cognitive Radio Oriented Wireless Networks, CROWNCOM 2016, May 2016, Grenoble, France
Conference papers hal-01451466v1
Image document

Machine Learning and Statistical Decision Making for Green Radio

Navikkumar Modi
Autre. CentraleSupélec, 2017. Français. ⟨NNT : 2017CSUP0002⟩
Theses tel-01668536v1

Procédé d'accès opportuniste au spectre

Navikummar Modi , Christophe Moy , Philippe Mary
France, N° de brevet: 1556916. 2015
Patents hal-01202581v1

Machine Learning for Opportunistic Spectrum Access with Energy Consumption Constraint

Navikummar Modi , Christophe Moy , Philippe Mary
Journées scientifiques de l'URSI, Energie et Radiosciences, Mar 2016, Cesson-Sévigné, France
Conference papers hal-01304713v1
Image document

Apprentissage machine pour l'optimisation énergétique des réseaux cellulaires hétérogènes sans-fil : une approche bandit à bras multiples

Navikkumar Modi , Philippe Mary , Christophe Moy
GRETSI, Sep 2017, Juan-Les-Pins, France
Conference papers hal-01720782v1

A New Evaluation Criteria for Learning Capability in OSA Context

Navikummar Modi , Christophe Moy , Philippe Mary , Jacques Palicot
11th EAI International Conference on Cognitive Radio Oriented Wireless Networks, CROWNCOM 2016, May 2016, Grenoble, France
Conference papers hal-01304719v1
Image document

QoS driven Channel Selection Algorithm for Cognitive Radio Network: Multi-User Multi-armed Bandit Approach

Navikkumar Modi , Philippe Mary , Christophe Moy
IEEE Transactions on Cognitive Communications and Networking, 2017, 3 (1), pp.49-66. ⟨10.1109/TCCN.2017.2675901⟩
Journal articles hal-01492886v1

DSA with Reinforcement Learning in the HF band

Laura Melian-Gutierrez , Navikkumar Modi , Christophe Moy , Iván Perez-Alvarez , Carlos Faouzi Bader et al.
URSI Atlantic Radio Science Conference, AT-RASC 2015, May 2015, Gran Canaria, Spain. ⟨10.1109/ursi-at-rasc.2015.7302978⟩
Conference papers hal-01136011v1

QoS driven Channel Selection Algorithm for Opportunistic Spectrum Access

Navikummar Modi , Philippe Mary , Christophe Moy
IEEE International Workshop on Advances in Software Defined Radio Access Networks and Context-aware Cognitive Networks 2015, Dec 2015, San Diego, United States. ⟨10.1109/GLOCOMW.2015.7413996⟩
Conference papers hal-01251221v1
Image document

Transfer Restless Multi-Armed Bandit Policy for Energy Efficient Heterogeneous Cellular Network

Navikkumar Modi , Philippe Mary , Christophe Moy
EURASIP Journal on Advances in Signal Processing, 2019, 46 (1), ⟨10.1186/s13634-019-0637-1⟩
Journal articles hal-02307007v1

Efficient Learning in Stationary and Non-stationary OSA Scenario with QoS Guaranty

Navikummar Modi , Philippe Mary , Christophe Moy
EAI Endorsed Transactions on Wireless Spectrum, 2016, 3 (11), pp.152098. ⟨10.4108/eai.9-1-2017.152098⟩
Journal articles hal-01304752v1
Image document

Hybrid UCB-HMM: A Machine Learning Strategy for Cognitive Radio in HF Band

Laura Melián-Gutiérrez , Navikkumar Modi , Christophe Moy , Faouzi Bader , Iván Pérez-´ Alvarez et al.
IEEE Transactions on Cognitive Communications and Networking, 2016, 1 (3), pp.347-358. ⟨10.1109/TCCN.2016.2527021⟩
Journal articles hal-01272872v1
Image document

Proof-of-Concept: Spectrum and Energy Efficient Multi-User CR Network via Vacancy and Quality based Channel Selection

Navikkumar Modi , Philippe Mary , Christophe Moy , Sumit J. Darak
32nd URSI GASS, Aug 2017, Montreal, Canada
Conference papers hal-02941311v1

Experimental Performance Comparison and Analysis for Various MAB Problems under Cognitive Radio Framework

Navikkumar Modi , Christophe Moy , Philippe Mary
WinnComm-Europe 2014, Nov 2014, Rome, Italy
Conference papers hal-01093467v1