Yunfan Zhao

Nuances in Margin Conditions Determine Gains in Active Learning

2021 · arXiv (Cornell University)

We consider nonparametric classification with smooth regression functions, where it is well known that notions of margin in $E[Y|X]$ determine fast or slow rates in both active and passive learning. Here we elucidate a striking …