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Spectral methods in machine learning and new strategies for very large datasets

Spectral methods are of fundamental importance in statistics and machine learning, because they underlie algorithms from classical principal components analysis to more recent approaches that exploit manifold structure. In most cases, the core technical problem can be reduced to computing a low-rank...

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Detalhes bibliográficos
Main Authors: Belabbas, Mohamed-Ali, Wolfe, Patrick J.
Formato: Artigo
Idioma:Inglês
Publicado em: National Academy of Sciences 2009
Assuntos:
Acesso em linha:https://ncbi.nlm.nih.gov/pmc/articles/PMC2626709/
https://ncbi.nlm.nih.gov/pubmed/19129490
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1073/pnas.0810600105
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