Olivier Bousquet, Amit Daniely, Haim Kaplan, Yishay Mansour, Shay Moran...
TL;DR通过黑盒 Oracle 访问和转换算法 A,提出了将任意学习算法 A 转换为具有类似表现的单调算法的方法,并解决了多个关于单调学习算法的问题。
Abstract
The amount of training-data is one of the key factors which determines the
generalization capacity of learning algorithms. Intuitively, one expects the
error rate to decrease as the amount of training-data increa