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Asymptotics of eigenstructure of sample correlation matrices for high-dimensional spiked models

Sample correlation matrices are widely used, but for high-dimensional data little is known about their spectral properties beyond “null models”, which assume the data have independent coordinates. In the class of spiked models, we apply random matrix theory to derive asymptotic first-order and distr...

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Bibliografiska uppgifter
I publikationen:Stat Sin
Huvudupphovsmän: Morales-Jimenez, David, Johnstone, Iain M., McKay, Matthew R., Yang, Jeha
Materialtyp: Artigo
Språk:Inglês
Publicerad: 2021
Ämnen:
Länkar:https://ncbi.nlm.nih.gov/pmc/articles/PMC8026145/
https://ncbi.nlm.nih.gov/pubmed/33833489
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.5705/ss.202019.0052
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