Search Results for author: Yaqun Yang

Found 2 papers, 0 papers with code

Rate Analysis of Coupled Distributed Stochastic Approximation for Misspecified Optimization

no code implementations21 Apr 2024 Yaqun Yang, Jinlong Lei

To address the special optimization problem, we propose a coupled distributed stochastic approximation algorithm, in which every agent updates the current beliefs of its unknown parameter and decision variable by stochastic approximation method; and then averages the beliefs and decision variables of its neighbors over network in consensus protocol.

Distributed Optimization

Distributed Fractional Bayesian Learning for Adaptive Optimization

no code implementations17 Apr 2024 Yaqun Yang, Jinlong Lei, Guanghui Wen, Yiguang Hong

This paper considers a distributed adaptive optimization problem, where all agents only have access to their local cost functions with a common unknown parameter, whereas they mean to collaboratively estimate the true parameter and find the optimal solution over a connected network.

Distributed Optimization

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