Using wireless sensor networks (WSNs) in delay and reliability critical environments is highly desired due to their unique advantages such as low cost, ease of deployment, and …
J Chen, C Richard, AH Sayed - IEEE Transactions on Signal …, 2015 - ieeexplore.ieee.org
The diffusion LMS algorithm has been extensively studied in recent years. This efficient strategy allows to address distributed optimization problems over networks in the case …
The paper addresses various Multiplayer Multi-Armed Bandit (MMAB) problems, where M decision-makers, or players, collaborate to maximize their cumulative reward. We first …
We study a decentralized cooperative stochastic multi-armed bandit problem with K arms on a network of N agents. In our model, the reward distribution of each arm is the same for each …
FS Cattivelli, AH Sayed - IEEE Transactions on Signal …, 2011 - ieeexplore.ieee.org
We study the problem of distributed detection, where a set of nodes is required to decide between two hypotheses based on available measurements. We seek fully distributed and …
We study a distributed decision-making problem in which multiple agents face the same multi-armed bandit (MAB), and each agent makes sequential choices among arms to …
P Landgren, V Srivastava… - 2016 IEEE 55th …, 2016 - ieeexplore.ieee.org
We study distributed cooperative decision-making under the explore-exploit tradeoff in the multiarmed bandit (MAB) problem. We extend state-of-the-art frequentist and Bayesian …
CK Yu, M Van Der Schaar… - IEEE Transactions on …, 2017 - ieeexplore.ieee.org
This paper examines a stochastic formulation of the generalized Nash equilibrium problem where agents are subject to randomness in the environment of unknown statistical …
P Landgren, V Srivastava… - 2016 European Control …, 2016 - ieeexplore.ieee.org
We study the explore-exploit tradeoff in distributed cooperative decision-making using the context of the multiarmed bandit (MAB) problem. For the distributed cooperative MAB …