On the sparsity of LASSO minimizers in sparse data recovery

Simon Foucart, Eitan Tadmor, Ming Zhong

We present a detailed analysis of the unconstrained ${\ell }_1$-weighted LASSO method for recovery of sparse data from its observation by randomly generated matrices, satisfying the R…