A phase transition for finding needles in nonlinear haystacks with LASSO artificial neural networks

Xiaoyu Ma, Sylvain Sardy, Nick Hengartner +2

To fit sparse linear associations, a LASSO sparsity inducing penalty with a single hyperparameter provably allows to recover the important features (needles) with high probability…