New multicategory boosting algorithms based on multicategory Fisher-consistent losses

Hui Zou, Ji Zhu, Trevor Hastie

Fisher-consistent loss functions play a fundamental role in the construction of successful binary margin-based classifiers. In this paper we establish the Fisher-consistency condit…