A Mathematical Foundation for Robust Machine Learning based on Bias-Variance Trade-off

Ou Wu, Weiyao Zhu, Yingjun Deng +2

A common assumption in machine learning is that samples are independently and identically distributed (i.i.d). However, the contributions of different samples are not identical in…