Statistical Foundation Behind Machine Learning and Its Impact on Computer Vision

Lei Zhang, Heung-Yeung Shum

This paper revisits the principle of uniform convergence in statistical learning, discusses how it acts as the foundation behind machine learning, and attempts to gain a better und…