-

 

 

 




Optimization Online





 

Quantitative Stability Analysis for Distributionally Robust Optimization With Moment Constraints

Jie Zhang(zhangjie04212001***at***163.com)
Hui-fu Xu(h.xu***at***soton.ac.uk)
Li-wei Zhang(lwzhang***at***dlut.edu.cn)

Abstract: In this paper we consider a broad class of distributionally robust optimization (DRO for short) problems where the probability of the underlying random variables depends on the decision variables and the ambiguity set is de ned through parametric moment conditions with generic cone constraints. Under some moderate conditions including Slater type conditions of cone constrained moment system and Holder continuity of the underlying random functions in the objective and moment conditions, we show local Holder continuity of the optimal value function of the inner maximization problem w.r.t. the decision vector and other parameters in moment conditions, local Holder continuity of the optimal value of the whole minimax DRO w.r.t the parameter. Moreover, under the second order growth condition of the Lagrange dual of the inner maximization problem, we demonstrate and quantify the outer semicontinuity of the set of optimal solutions of the minimax DRO w.r.t variation of the parameter. Finally we apply the established stability results to two particular class of DRO problems.

Keywords: Distributionally robust optimization, moment conditions with cone constraints, Holder continuity of the optimal value function, outer semicontinuity of the set of optimal solutions, quantitative stability analysis

Category 1: Robust Optimization

Category 2: Stochastic Programming

Citation: J. Zhang, H. F. Xu and L. W. Zhang, Quantitative Stability Analysis for Distributionally Robust Optimization With Moment Constraints, Report, Institute of ORCT, School of Mathematical Sciences, Dalian University of Technology, Dalian 116024, China. 09/2015

Download: [PDF]

Entry Submitted: 09/17/2015
Entry Accepted: 09/17/2015
Entry Last Modified: 09/17/2015

Modify/Update this entry


  Visitors Authors More about us Links
  Subscribe, Unsubscribe
Digest Archive
Search, Browse the Repository

 

Submit
Update
Policies
Coordinator's Board
Classification Scheme
Credits
Give us feedback
Optimization Journals, Sites, Societies
Mathematical Optimization Society