Support matrix machine: exploring sample sparsity, low rank, and adaptive sieving in high-performance computing

Can Wu, Dong-Hui Li, Defeng Sun

Support matrix machine (SMM) is a successful supervised classification model for matrix-type samples. Unlike support vector machines, it employs low-rank regularization on the regr…