= Adityanand Guntuboyina
{c}
Adityanand Guntuboyina contributed to risk bounds for <isotonic regression> with <Sabyasachi Chatterjee> and <Bodhisattva Sen>. They quantified how the error of the monotone <least-squares estimator> depends on the shape of the true sequence. Nearly flat signals permit faster estimation than uniformly increasing signals, an example of adaptation to structure without specifying that structure in advance.<Improved Risk Bounds in Isotonic Regression by Sabyasachi Chatterjee and others>[Abstract and Introduction, equations (5)–(6)]{ref}
Back to article page
