Wenyan Gong

Statistical Sparse Online Regression: A Diffusion Approximation Perspective

In this paper, we propose to adopt the diffusion approximation techniques to study online regression. The diffusion approximation techniques allow us to characterize the exact dynamics of the online regression process. As a consequence, we obtain the optimal statistical rate of convergence up to a l…