Sparse Linear Regression when Noises and Covariates are Heavy-Tailed and Contaminated by Outliers

Takeyuki Sasai, Hironori Fujisawa

We investigate a problem estimating coefficients of linear regression under sparsity assumption when covariates and noises are sampled from heavy tailed distributions. Additionally…