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20182021
most citedRegret and Cumulative Constraint Violation Analysis for Online Convex Optimization with Long Term Constraints

7 citations · 7 across the 2 of their papers we have counts for

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7 papers

cs.LG20217 cited

Regret and Cumulative Constraint Violation Analysis for Online Convex Optimization with Long Term Constraints

Xinlei Yi, Xiuxian Li, Tao Yang +3

This paper considers online convex optimization with long term constraints, where constraints can be violated in intermediate rounds, but need to be satisfied in the long run. The…

math.OC2019

Distributed Bandit Online Convex Optimization with Time-Varying Coupled Inequality Constraints

Xinlei Yi, Xiuxian Li, Tao Yang +3

This paper considers the problem of distributed bandit online convex optimization with time-varying coupled inequality constraints. This problem can be defined as a repeated game b…

math.OC2019

Exponential Convergence for Distributed Smooth Optimization Under the Restricted Secant Inequality Condition

Xinlei Yi, Shengjun Zhang, Tao Yang +2

This paper considers the distributed smooth optimization problem in which the objective is to minimize a global cost function formed by a sum of local smooth cost functions, by usi…

math.OC2019

Distributed Stochastic Gradient Method for Non-Convex Problems with Applications in Supervised Learning

Jemin George, Tao Yang, He Bai +1

We develop a distributed stochastic gradient descent algorithm for solving non-convex optimization problems under the assumption that the local objective functions are twice contin…

math.OC2018

Distributed Least Squares Solver for Network Linear Equations

Tao Yang, Jemin George, Jiahu Qin +2

In this paper, we study the problem of finding the least square solutions of over-determined linear algebraic equations over networks in a distributed manner. Each node has access…

math.OC2018

Distributed Robust Dynamic Average Consensus with Dynamic Event-Triggered Communication

Jemin George, Xinlei Yi, Tao Yang

This paper presents the formulation and analysis of a fully distributed dynamic event-triggered communication based robust dynamic average consensus algorithm. Dynamic average cons…