Statistical Sparse Online Regression: A Diffusion Approximation Perspective

Jianqing Fan, Wenyan Gong, Chris Junchi Li, Qiang Sun

Abstract: 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 onlin...