Joint estimation of $K$ related regression models with simple $L_1$-norm penalties

Edouard Ollier, Vivian Viallon

We propose a new approach, along with refinements, based on $L_1$ penalties and aimed at jointly estimating several related regression models. Its main interest is that it can be r…