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Xiantao Xiao (肖现涛)Professor School of Mathematical Sciences Dalian University of Technology Dalian 116024, Liaoning, China |
Xiantao Xiao received his Ph. D. degree supervised by Prof. Liwei Zhang in operations research from Dalian University of Technology in 2009, and his bachelor's degree from Zhengzhou University in 2003. He is currently a Professor in School of Mathematical Sciences at Dalian University of Technology. His research interest is in the area of mathematical optimization, currently focuses on the algorithms of structural convex programs, stochastic methods based on stochastic approximation.
Selected Publications:
Regrets of Proximal Method of Multipliers for Online Non-convex Optimization with Long Term Constraints |
Stochastic Approximation Proximal Method of Multipliers for Convex Stochastic Programming |
Solving Stochastic Optimization with Expectation Constraints Efficiently by a Stochastic Augmented Lagrangian-Type Algorithm |
On the Local Convergence of a Stochastic Semismooth Newton Method for Nonsmooth Nonconvex Optimization |
A Unified Convergence Analysis of Stochastic Bregman Proximal Gradient and Extragradient Methods |
A Stochastic Semismooth Newton Method for Nonsmooth Nonconvex Optimization |
A Regularized Semi-Smooth Newton Method with Projection Steps for Composite Convex Programs |
A Smoothing Function Approach to Joint Chance-Constrained Programs |
On the Second-order Directional Derivatives of Singular Values of Matrices and Symmetric Matrix-valued Functions
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A Class of Nonlinear Lagrangians for Nonconvex Second Order Cone Programming |
A Smoothing Newton Method for a Type of Inverse Semi-definite Quadratic Programming Problem |
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