Improved convergence rates of nonparametric penalized regression under misspecified total variation

Marlena S. Bannick, Noah Simon

Penalties that induce smoothness are common in nonparametric regression. In many settings, the amount of smoothness in the data generating function will not be known. Simon and Sho…