High-dimensional asymptotic expansions for the distributions of canonical correlations
Abstract
This paper examines asymptotic distributions of the canonical correlations between and with q [infinity] and c=p/n-->c0[set membership, variant][0,1), assuming that and have a joint (q+p)-variate normal distribution. An extended Fisher's z-transformation is proposed. Then, the asymptotic distributions are improved further by deriving their asymptotic expansions. Numerical simulations revealed that our approximations are more accurate than the classical approximations for a large range of p,q, and n and the population canonical correlations.Download Info
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Bibliographic Info
Article provided by Elsevier in its journal Journal of Multivariate Analysis.
Volume (Year): 100 (2009)
Issue (Month): 1 (January)
Pages: 231-242
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Related research
Keywords: primary; 62H10 secondary; 62E20 Asymptotic distributions Canonical correlations Extended Fisher's z-transformation High-dimensional framework;Find related papers by JEL classification:
- 62H - - - - - -
- sec - - - - - -
- 62E - - - - - -
- Asy - General Economics and Teaching - - - - -
- dis - - - - - -
- Can - Mathematical and Quantitative Methods - - - - -
- cor - - - - - -
- Ext - Macroeconomics and Monetary Economics - - - - -
- Fis - International Economics - - - - -
- z-t - - - - - -
- Hig - Public Economics - - - - -
- fra - - - - - -
References
References listed on IDEASPlease report citation or reference errors to , or , if you are the registered author of the cited work, log in to your RePEc Author Service profile, click on "citations" and make appropriate adjustments.:
- Raudys, Sarunas & Young, Dean M., 2004. "Results in statistical discriminant analysis: a review of the former Soviet Union literature," Journal of Multivariate Analysis, Elsevier, vol. 89(1), pages 1-35, April.
- James R. Schott, 2005. "Testing for complete independence in high dimensions," Biometrika, Biometrika Trust, vol. 92(4), pages 951-956, December.
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