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CUR matrix decompositions for improved data analysis

Principal components analysis and, more generally, the Singular Value Decomposition are fundamental data analysis tools that express a data matrix in terms of a sequence of orthogonal or uncorrelated vectors of decreasing importance. Unfortunately, being linear combinations of up to all the data poi...

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Detalhes bibliográficos
Main Authors: Mahoney, Michael W., Drineas, Petros
Formato: Artigo
Idioma:Inglês
Publicado em: National Academy of Sciences 2009
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC2630100/
https://ncbi.nlm.nih.gov/pubmed/19139392
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1073/pnas.0803205106
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