82 citations · 168 across the 21 of their papers we have counts for
3 papers · 2 filters
K-Adaptability in Two-Stage Mixed-Integer Robust Optimization
Anirudh Subramanyam, Chrysanthos E. Gounaris, Wolfram Wiesemann
We study two-stage robust optimization problems with mixed discrete-continuous decisions in both stages. Despite their broad range of applications, these problems pose two fundamen…
Size Matters: Cardinality-Constrained Clustering and Outlier Detection via Conic Optimization
Napat Rujeerapaiboon, Kilian Schindler, Daniel Kuhn +1
Plain vanilla K-means clustering has proven to be successful in practice, yet it suffers from outlier sensitivity and may produce highly unbalanced clusters. To mitigate both short…
Scenario Reduction Revisited: Fundamental Limits and Guarantees
Napat Rujeerapaiboon, Kilian Schindler, Daniel Kuhn +1
The goal of scenario reduction is to approximate a given discrete distribution with another discrete distribution that has fewer atoms. We distinguish continuous scenario reduction…