My understanding of linear independance is that if you have a unique solution after rref, it's linear independant. If you have multiple solutions or no solution, it's not linear ...

This is a preview. Log in through your library . Abstract Ultrahigh-dimensional variable selection plays an increasingly important role in contemporary scientific discoveries and statistical research.