Robust and Sparse Generalized Linear Models for High-Dimensional Data via Maximum Mean Discrepancy

Xiaoning Kang, Lulu Kang

High-dimensional datasets are frequently subject to contamination by outliers and heavy-tailed noise, which can severely bias standard regularized estimators like the Lasso. While…