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Random selection of factors preserves the correlation structure in a linear factor model to a high degree

In a very high-dimensional vector space, two randomly-chosen vectors are almost orthogonal with high probability. Starting from this observation, we develop a statistical factor model, the random factor model, in which factors are chosen stochastically based on the random projection method. Randomne...

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Detalles Bibliográficos
Autores principales: Tanskanen, Antti J., Lukkarinen, Jani, Vatanen, Kari
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6303047/
https://www.ncbi.nlm.nih.gov/pubmed/30576318
http://dx.doi.org/10.1371/journal.pone.0206551

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