Reconciling modern machine-learning practice and the classical bias-variance trade-off [Statistics]

Breakthroughs in machine learning are rapidly changing science and society, yet our fundamental understanding of this technology has lagged far behind. Indeed, one of the central tenets of the field, the bias–variance trade-off, appears to be at odds with the observed behavior of methods used in modern machine-learning practice. The...
Source: Proceedings of the National Academy of Sciences - Category: Science Authors: Tags: Physical Sciences Source Type: research