Coherence Functions with Applications in Large-Margin Classification Methods

Zhihua Zhang, Guang Dai, Michael I. Jordan

Support vector machines (SVMs) naturally embody sparseness due to their use of hinge loss functions. However, SVMs can not directly estimate conditional class probabilities. In thi…