Search Results for author: Aras Selvi

Found 2 papers, 1 papers with code

It's All in the Mix: Wasserstein Machine Learning with Mixed Features

no code implementations19 Dec 2023 Reza Belbasi, Aras Selvi, Wolfram Wiesemann

A key challenge in this context is the presence of estimation errors in the prediction models, which tend to be amplified by the subsequent optimization model -- a phenomenon that is often referred to as the Optimizer's Curse or the Error-Maximization Effect of Optimization.

Decision Making Management

Differential Privacy via Distributionally Robust Optimization

1 code implementation25 Apr 2023 Aras Selvi, Huikang Liu, Wolfram Wiesemann

We show that the problem affords a strong dual, and we exploit this duality to develop converging hierarchies of finite-dimensional upper and lower bounding problems.

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