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Probabilistic Latent Variable Models as Nonnegative Factorizations

This paper presents a family of probabilistic latent variable models that can be used for analysis of nonnegative data. We show that there are strong ties between nonnegative matrix factorization and this family, and provide some straightforward extensions which can help in dealing with shift invari...

Ausführliche Beschreibung

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Bibliographische Detailangaben
Hauptverfasser: Shashanka, Madhusudana, Raj, Bhiksha, Smaragdis, Paris
Format: Artigo
Sprache:Inglês
Veröffentlicht: Hindawi Publishing Corporation 2008
Schlagworte:
Online Zugang:https://ncbi.nlm.nih.gov/pmc/articles/PMC2391276/
https://ncbi.nlm.nih.gov/pubmed/18509481
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1155/2008/947438
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