Sparse and Robust Linear Regression: An Optimization Algorithm and Its Statistical Properties

Shota Katayama, Hironori Fujisawa

This paper studies sparse linear regression analysis with outliers in the responses. A parameter vector for modeling outliers is added to the standard linear regression model and t…