Khaled Letaief

Complete Dictionary Learning via $\ell_p$-norm Maximization

Dictionary learning is a classic representation learning method that has been widely applied in signal processing and data analytics. In this paper, we investigate a family of $\ell_p$-norm ($p>2,p \in N$) maximization approaches for the complete dictionary learning problem from theoretical and algo…