An efficient two step algorithm for high dimensional change point regression models without grid search

Abhishek Kaul, Venkata K. Jandhyala, Stergios B. Fotopoulos

We propose a two step algorithm based on ${\ell }_1/{\ell }_0$ regularization for the detection and estimation of parameters of a high dimensional change point regression model and provi…