Question #88772

Calculate the Pearsons correlation coefficient

Expert's answer

Pearson's correlation coefficient is the covariance of the two variables divided by the product of their standard deviations. 


ρ(X,Y)=cov(X,Y)σ(X)×σ(Y),\rho (X, Y) = \frac{cov(X, Y)} {\sigma(X) ×\sigma(Y) } ,σ(X)=E[(XE[X])2],\sigma(X) = \sqrt{E[(X - E[X])^2]} ,


σ(Y)=E[(YE[Y])2],\sigma(Y) = \sqrt{E[(Y - E[Y])^2]} ,cov(X,Y)=E[XY]E[X]×E[Y],cov (X, Y) = E[XY] - E[X]×E[Y],

where E is mean.


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