Search Results for author: Holly Wiberg

Found 3 papers, 1 papers with code

Mixed-Integer Optimization with Constraint Learning

1 code implementation4 Nov 2021 Donato Maragno, Holly Wiberg, Dimitris Bertsimas, S. Ilker Birbil, Dick den Hertog, Adejuyigbe Fajemisin

The case studies illustrate the framework's ability to generate high-quality prescriptions as well as the value added by the trust region, the use of ensembles to control model robustness, the consideration of multiple machine learning methods, and the inclusion of multiple learned constraints.

BIG-bench Machine Learning Decision Making +1

Interpretable Clustering via Optimal Trees

no code implementations3 Dec 2018 Dimitris Bertsimas, Agni Orfanoudaki, Holly Wiberg

State-of-the-art clustering algorithms use heuristics to partition the feature space and provide little insight into the rationale for cluster membership, limiting their interpretability.

Clustering

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