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Assessing Methods for Evaluating the Number of Components in Non-Negative Matrix Factorization

Non-negative matrix factorization is a relatively new method of matrix decomposition which factors an m×n data matrix X into an m×k matrix W and a k×n matrix H, so that X≈W×H. Importantly, all values in X, W, and H are constrained to be non-negative. NMF can be used for dimensionality reduction, sin...

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Detalles Bibliográficos
Autores principales: Maisog, José M., DeMarco, Andrew T., Devarajan, Karthik, Young, S. Stanley, Fogel, Paul, Luta, George
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9181460/
https://www.ncbi.nlm.nih.gov/pubmed/35694180
http://dx.doi.org/10.3390/math9222840