correlation coefficient

The correlation coefficient scales the covariance of two random variables by their respective standard deviations such that it is agnostic to units of measurement.

Formally,
the correlation coefficient ρX,Y of random variables X,Y is given by

ρX,Y=Cov(X,Y)σXσY

where Cov(X,Y) is the covariance of X with Y, and σZ is the standard deviation of Z.


For any two random variables, 1ρ1, and the variables are said to be uncorrelated when ρ=0.


If two random variables are independent, then ρ=0, but n.b. ρ=0 does not imply independence.


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