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math.OC2024
Rate Analysis of Coupled Distributed Stochastic Approximation for Misspecified Optimization
Yaqun Yang, Jinlong Lei
We consider an agents distributed optimization problem with imperfect information characterized in a parametric sense, where the unknown parameter can be solved by a distinct d…
math.OC2023★ 1 cited
Distributed Non-Bayesian Learning for Games with Incomplete Information
Shijie Huang, Jinlong Lei, Yiguang Hong
We consider distributed learning problem in games with an unknown cost-relevant parameter, and aim to find the Nash equilibrium while learning the true parameter. Inspired by the s…
math.OC2016
Asymptotic Properties of Primal-Dual Algorithm for Distributed Stochastic Optimization Over Random Networks
Jinlong Lei, Han-Fu Chen, Hai-Tao Fang
This paper studies a distributed stochastic optimization problem over random networks with imperfect communications subject to a global constraint, which is the intersection of loc…