Online Sparse System Identification and Signal Reconstruction using Projections onto Weighted ${\ell }_1$ Balls

Yannis Kopsinis, Konstantinos Slavakis, Sergios Theodoridis

This paper presents a novel projection-based adaptive algorithm for sparse signal and system identification. The sequentially observed data are used to generate an equivalent seque…