PAC-Bayesian Estimation and Prediction in Sparse Additive Models

Benjamin Guedj, Pierre Alquier

The present paper is about estimation and prediction in high-dimensional additive models under a sparsity assumption ($p\gg n$ paradigm). A PAC-Bayesian strategy is investigated, d…