On risk bounds in isotonic and other shape restricted regression problems

Sabyasachi Chatterjee, Adityanand Guntuboyina, Bodhisattva Sen

We consider the problem of estimating an unknown $\theta \in {\mathbb{R}}^n$ from noisy observations under the constraint that $\theta$ belongs to certain convex polyhedral cones in ${\mathbb…