The distribution of the Lasso: Uniform control over sparse balls and adaptive parameter tuning

Léo Miolane, Andrea Montanari

The Lasso is a popular regression method for high-dimensional problems in which the number of parameters ${\theta }_1,\dots ,{\theta }_N$, is larger than the number $n$ of samples: $N>n$. A useful…