Systems | Information | Learning | Optimization
 

Multistage Distributionally Robust Optimization with Total Variation Distance: Modeling and Effective Scenarios

Traditional multistage stochastic optimization assumes the underlying probability distribution is known. However, in practice, the probability distribution is often not known or cannot be accurately approximated. One way to address such distributional ambiguity is to use distributionally robust optimization (DRO), which minimizes the worst-case expected cost with respect to a …