Hierarchical selection of variables in sparse high-dimensional regression

Peter J. Bickel, Ya'acov Ritov, Alexander B. Tsybakov

We study a regression model with a huge number of interacting variables. We consider a specific approximation of the regression function under two ssumptions: (i) there exists a sp…