Subgradient Regularized Multivariate Convex Regression at Scale

Wenyu Chen, Rahul Mazumder

We present new large-scale algorithms for fitting a subgradient regularized multivariate convex regression function to $n$ samples in $d$ dimensions -- a key problem in shape const…