Distributionally Robust Two-Stage Stochastic Programming
From MaRDI portal
Publication:5093642
DOI10.1137/20M1370227zbMath1496.90043OpenAlexW4285084373MaRDI QIDQ5093642
David P. Morton, Sanjay Mehrotra, Daniel Duque
Publication date: 29 July 2022
Published in: SIAM Journal on Optimization (Search for Journal in Brave)
Full work available at URL: https://doi.org/10.1137/20m1370227
Wasserstein distancetwo-stage stochastic programmingdistributionally robust optimizationoptimal transport distance
Related Items (2)
Stochastic Decomposition Method for Two-Stage Distributionally Robust Linear Optimization ⋮ Budget allocation of food procurement for natural disaster response
Cites Work
- On general minimax theorems
- Data-driven robust optimization
- Data-driven distributionally robust optimization using the Wasserstein metric: performance guarantees and tractable reformulations
- Robust sample average approximation
- Likelihood robust optimization for data-driven problems
- Decomposition methods for Wasserstein-based data-driven distributionally robust problems
- On distributionally robust chance-constrained linear programs
- Data-driven risk-averse stochastic optimization with Wasserstein metric
- Decomposition algorithm for distributionally robust optimization using Wasserstein metric with an application to a class of regression models
- Tractable reformulations of two-stage distributionally robust linear programs over the type-\(\infty\) Wasserstein ball
- Robust Convex Optimization
- Robustifying Convex Risk Measures for Linear Portfolios: A Nonparametric Approach
- Distributionally Robust Convex Optimization
- Distributionally Robust Optimization Under Moment Uncertainty with Application to Data-Driven Problems
- Conic Programming Reformulations of Two-Stage Distributionally Robust Linear Programs over Wasserstein Balls
- Risk-Averse Two-Stage Stochastic Program with Distributional Ambiguity
- Optimal Transport-Based Distributionally Robust Optimization: Structural Properties and Iterative Schemes
- Quantifying Distributional Model Risk via Optimal Transport
This page was built for publication: Distributionally Robust Two-Stage Stochastic Programming