Search Results for author: Leonardo Lozano

Found 3 papers, 1 papers with code

Constraint Learning to Define Trust Regions in Predictive-Model Embedded Optimization

no code implementations12 Jan 2022 Chenbo Shi, Mohsen Emadikhiav, Leonardo Lozano, David Bergman

In this paper, we provide an overview of the approaches appearing in the literature to construct a trust region, and propose three alternative approaches.

Decision Making

Optimizing over an ensemble of neural networks

no code implementations13 Dec 2021 Keliang Wang, Leonardo Lozano, Carlos Cardonha, David Bergman

We study how to incorporate a neural network ensemble as the objective function of an optimization model and explore computational approaches for the ensuing problem.

Decision Making

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