Distributionally Robust Multiclass Classification and Applications in Deep Image Classifiers

Ruidi Chen, Boran Hao, Ioannis Ch. Paschalidis

We develop a Distributionally Robust Optimization (DRO) formulation for Multiclass Logistic Regression (MLR), which could tolerate data contaminated by outliers. The DRO framework…