Difference between revisions of "Correlation matrix"
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+ | The matrix of correlation coefficients of several random variables. If $ X _ {1} \dots X _ {n} $ | ||
+ | are random variables with non-zero variances $ \sigma _ {1} ^ {2} \dots \sigma _ {n} ^ {2} $, | ||
+ | then the matrix entries $ \rho _ {ij} $( | ||
+ | $ i \neq j $) | ||
+ | are equal to the correlation coefficients (cf. [[Correlation coefficient|Correlation coefficient]]) $ \rho ( X _ {i} , X _ {j} ) $; | ||
+ | for $ i = j $ | ||
+ | the element is defined to be 1. The properties of the correlation matrix $ {\mathsf P} $ | ||
+ | are determined by the properties of the [[Covariance matrix|covariance matrix]] $ \Sigma $, | ||
+ | by virtue of the relation $ \Sigma = B {\mathsf P} B $, | ||
+ | where $ B $ | ||
+ | is the diagonal matrix with (diagonal) entries $ \sigma _ {1} \dots \sigma _ {n} $. |
Latest revision as of 17:31, 5 June 2020
The matrix of correlation coefficients of several random variables. If $ X _ {1} \dots X _ {n} $
are random variables with non-zero variances $ \sigma _ {1} ^ {2} \dots \sigma _ {n} ^ {2} $,
then the matrix entries $ \rho _ {ij} $(
$ i \neq j $)
are equal to the correlation coefficients (cf. Correlation coefficient) $ \rho ( X _ {i} , X _ {j} ) $;
for $ i = j $
the element is defined to be 1. The properties of the correlation matrix $ {\mathsf P} $
are determined by the properties of the covariance matrix $ \Sigma $,
by virtue of the relation $ \Sigma = B {\mathsf P} B $,
where $ B $
is the diagonal matrix with (diagonal) entries $ \sigma _ {1} \dots \sigma _ {n} $.
Correlation matrix. Encyclopedia of Mathematics. URL: http://encyclopediaofmath.org/index.php?title=Correlation_matrix&oldid=19066