Linearly-constrained nonsmooth optimization for training autoencoders

Wei Liu, Xin Liu, Xiaojun Chen

A regularized minimization model with $l_1$-norm penalty (RP) is introduced for training the autoencoders that belong to a class of two-layer neural networks. We show that the RP c…