213 citations · 326 across the 14 of their papers we have counts for
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stat.ML2011★ 4 cited
Automatic Relevance Determination in Nonnegative Matrix Factorization with the β-Divergence
Vincent Y. F. Tan, Cédric Févotte
This paper addresses the estimation of the latent dimensionality in nonnegative matrix factorization (NMF) with the β-divergence. The β-divergence is a family of cost functions tha…
stat.ML2011
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…