Model selection with lasso-zero: adding straw to the haystack to better find needles

Pascaline Descloux, Sylvain Sardy

The high-dimensional linear model $y=X{\beta }^0+\epsilon$ is considered and the focus is put on the problem of recovering the support $S^0$ of the sparse vector ${\beta }^0.$ We introduce Lasso-Z…