Avella-Medina, Marco - In: Macroeconomic forecasting in the era of big data : …, (pp. 625-653). 2020
-estimators and adapt it to handle the problems of high-dimensional regression and covariance matrix estimation via regularization …. For the former problem we show that penalized M-estimators for high-dimensional generalized linear models can lead to … stable in the presence of a small fraction of outliers. For the problem of covariance estimation we show that M-estimators be …