Multi-objective worst case optimization by means of evolutionary algorithms [PDF]
Many real-world optimization problems are subject to uncertainty. A possible goal is then to find a solution which is robust in the sense that it has the best worst-case performance over all possible scenarios.
Avigad, Gideon +2 more
core
Discrete Convexity and Dynamic Robust Optimization
, 2018 We discuss necessary and sufficient conditions for the optimality of specific classes of policies in dynamic robust optimization. We then focus on the specific case of affine policies, and show how our conditions can be used to recover and generalize ...
Iancu, Dan
core +1 more source
Distributionally Robust Optimization with Principal Component Analysis
, 2019 In this talk, we propose a new approximation method to solve distributionally robust optimization problems with moment-based ambiguity sets.
Cheng, JianQiang
core +1 more source
From Data to Decisions: Distributionally Robust Optimization is Optimal
, 2018 Data-driven stochastic programming aims to find a procedure that transforms time series data to a near-optimal decision (a prescriptor) and to a prediction of this decision's expected cost under the unknown data-generating distribution (a predictor).
Kuhn, Daniel
core +1 more source
Jixie chuandong, 2011 In the deterministic optimization design of planar linkage,the optimal solution which meets various constraints is generally close to constraint boundary.With random fluctuation of variables,the optimal solution tends to become infeasible solution ...
潘金坤
doaj
Measuring the Value of Randomized Solutions in Distributionally Robust Optimization
, 2018 This talk studies the value of randomized solutions (VRS) in distributionally robust mixed integer programming problems. We show different methods for obtaining upper bounds on VRS and identify conditions under which some of them are tight.
Delage, Erick
core +1 more source
Robust optimization of catheter positions and dwell times for HDR prostate brachytherapy. [PDF]
Med PhysSchulz JB +3 more
europepmc +1 more source
Combining automated kinetic model selection with robust optimization and application to maximize cell-free production of UDP-GalNAc. [PDF]
Metab Eng CommunHuber N +5 more
europepmc +1 more source
Robust optimization of emergency warehouse location and resource allocation in natural disaster-prone regions. [PDF]
Sci RepWang D, Zhu X, Gong D, Zhang Q.
europepmc +1 more source
Impact of additional PRV constraint to Direct OAR robust optimization in IMPT for targets near serial organs at risk. [PDF]
Radiat OncolSundar S +5 more
europepmc +1 more source