Online algorithms for Nonnegative Matrix Factorization with the Itakura-Saito divergence

Augustin Lefèvre, Francis Bach, Cédric Févotte

Nonnegative matrix factorization (NMF) is now a common tool for audio source separation. When learning NMF on large audio databases, one major drawback is that the complexity in ti…