Online nonnegative matrix factorization with outliers
Online nonnegative matrix factorization with outliers
We propose an optimization framework for performing online Non-negative Matrix Factorization (NMF) in the presence of outliers, based on l\ regularization and stochastic approximation. Due to the online nature of the algorithm, the proposed method has extremely low computational and storage complexity and is thus particularly applicable in this age …