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单词 Correlation (Statistical)
释义

Correlation (Statistical)

For two variables and ,

(1)

where denotes Standard Deviation and is the Covariance of these two variables. Forthe general case of variables and , where , 2, ..., ,
(2)

where are elements of the Covariance Matrix. In general, a correlation gives the strength of therelationship between variables. The variance of any quantity is alway Nonnegative bydefinition, so
(3)

From a property of Variances, the sum can be expanded
(4)


(5)


(6)

Therefore,
(7)

Similarly,
(8)


(9)


(10)


(11)

Therefore,
(12)

so . For a linear combination of two variables,
 
  
 (13)

Examine the cases where ,
(14)


(15)

The Variance will be zero if , which requires that the argument of theVariance is a constant. Therefore, , so . If , is either perfectlycorrelated () or perfectly anticorrelated () with .

See also Covariance, Covariance Matrix, Variance
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更新时间:2024/11/15 1:54:25