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06/03/2019
Decentralized Spectrum Learning for IoT Wireless Networks Collision Mitigation
This paper describes the principles and implementation results of reinfo...
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02/27/2019
Upper-Confidence Bound for Channel Selection in LPWA Networks with Retransmissions
In this paper, we propose and evaluate different learning strategies bas...
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02/05/2019
GNU Radio Implementation of MALIN: "Multi-Armed bandits Learning for Internet-of-things Networks"
We implement an IoT network the following way: one gateway, one or sever...
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02/05/2019
The Generalized Likelihood Ratio Test meets klUCB: an Improved Algorithm for Piece-Wise Non-Stationary Bandits
We propose a new algorithm for the piece-wise non-stationary bandit pro...
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07/02/2018
Multi-Armed Bandit Learning in IoT Networks: Learning helps even in non-stationary settings
Setting up the future Internet of Things (IoT) networks will require to ...
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03/19/2018
What Doubling Tricks Can and Can't Do for Multi-Armed Bandits
An online reinforcement learning algorithm is anytime if it does not nee...
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11/07/2017