Fully-Corrective Gradient Boosting with Squared Hinge: Fast Learning Rates and Early Stopping

Jinshan Zeng, Min Zhang, Shao-Bo Lin

Boosting is a well-known method for improving the accuracy of weak learners in machine learning. However, its theoretical generalization guarantee is missing in literature. In this…