Ruidi Chen | DeepAI

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Ioannis Ch. Paschalidis
28 publications
Ioannis Paschalidis
6 publications
Shahabeddin Sotudian
4 publications
Boran Hao
2 publications

∙ 10/15/2022

Distributionally Robust Multiclass Classification and Applications in Deep Image Classifiers

We develop a Distributionally Robust Optimization (DRO) formulation for ...

0 Ruidi Chen, et al. ∙

∙ 09/27/2021

Distributionally Robust Multi-Output Regression Ranking

Despite their empirical success, most existing listwiselearning-to-rank ...

0 Shahabeddin Sotudian, et al. ∙

∙ 09/27/2021

Distributionally Robust Multiclass Classification and Applications in Deep CNN Image Classifiers

We develop a Distributionally Robust Optimization (DRO) formulation for ...

0 Ruidi Chen, et al. ∙

∙ 08/20/2021

Distributionally Robust Learning

This monograph develops a comprehensive statistical learning framework t...

0 Ruidi Chen, et al. ∙

∙ 06/10/2020

Robust Grouped Variable Selection Using Distributionally Robust Optimization

We propose a Distributionally Robust Optimization (DRO) formulation with...

0 Ruidi Chen, et al. ∙

∙ 06/10/2020

Robustified Multivariate Regression and Classification Using Distributionally Robust Optimization under the Wasserstein Metric

We develop Distributionally Robust Optimization (DRO) formulations for M...

0 Ruidi Chen, et al. ∙

∙ 11/14/2018

Learning Optimal Personalized Treatment Rules Using Robust Regression Informed K-NN

We develop a prediction-based prescriptive model for learning optimal pe...

0 Ruidi Chen, et al. ∙

∙ 06/07/2017

Outlier Detection Using Distributionally Robust Optimization under the Wasserstein Metric

We present a Distributionally Robust Optimization (DRO) approach to outl...

0 Ruidi Chen, et al. ∙