On the Power and Limits of Distance-Based Learning

Periklis A. Papakonstantinou, Jia Xu, Guang Yang

Abstract: We initiate the study of low-distortion finite metric embeddings in multi-class (and multi-label) classification where (i) both the space of input instances and the space of output classes have com...