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03/03/2023
Certified Robust Neural Networks: Generalization and Corruption Resistance
Adversarial training aims to reduce the problematic susceptibility of mo...
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07/19/2022
Holistic Robust Data-Driven Decisions
The design of data-driven formulations for machine learning and decision...
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02/18/2019
Sparse Regression: Scalable algorithms and empirical performance
In this paper, we review state-of-the-art methods for feature selection ...
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11/27/2017
Bootstrap Robust Prescriptive Analytics
We address the problem of prescribing an optimal decision in a framework...
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09/28/2017
Sparse Hierarchical Regression with Polynomials
We present a novel method for exact hierarchical sparse polynomial regre...
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09/28/2017