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Beta-divergence as a subclass of Bregman divergence
Abstract : In this paper, we present a complete proof that the beta-divergence is a particular case of Bregman divergence. This little-known result makes it possible to straightforwardly apply theorems about Bregman divergences to beta-divergences. This is of interest for numerous applications since these divergences are widely used, for instance in non-negative matrix factorization (NMF).
Cited literature [19 references]
https://hal.inria.fr/hal-00945202
Contributor : Roland Badeau Connect in order to contact the contributor
Submitted on : Tuesday, March 25, 2014 - 9:28:36 AM
Last modification on : Wednesday, October 14, 2020 - 1:11:49 PM
Long-term archiving on: : Wednesday, June 25, 2014 - 10:42:27 AM
Contributor : Roland Badeau Connect in order to contact the contributor
Submitted on : Tuesday, March 25, 2014 - 9:28:36 AM
Last modification on : Wednesday, October 14, 2020 - 1:11:49 PM
Long-term archiving on: : Wednesday, June 25, 2014 - 10:42:27 AM
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Hennequin-SPL2011.pdf
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