Distance Metric Learning for Kernel Machines

Zhixiang Xu, Kilian Q. Weinberger, Olivier Chapelle

Recent work in metric learning has significantly improved the state-of-the-art in k-nearest neighbor classification. Support vector machines (SVM), particularly with RBF kernels, a…