Property of correlation coefficient

Max.Planck
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Homework Statement


Prove the following:
Let \rho be the correlation coefficient.
Prove:
\rho(X, Y) = 1 \iff P(Y=aX+b) = 1

Homework Equations


\rho(X, Y) = cov(X,Y)/\sigma_x\sigma_y

The Attempt at a Solution


I have no idea how to prove this, I know that rho must lie between 1 and -1 (inclusive) and that values close to 1 indicate that high values of X must go with high values of Y. But I don't know how to formally prove the above problem.
 
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bump. I can't believe nobody hasn't proven or seen the proof of this.
 
As this is an if and only if, you must prove both ways, I suggest starting with
P(Y=aX+b)=1 \ \ \implies \ \ \rho(X,Y) = 1

Now as the probability is one, you can start with
Y=aX+b

Now assume you know \mu_X, \sigma_x and calculate \rho(X,Y)

The other direction may be slightly trickier, but you should get some good insights from the first exercise
 
There are two things I don't understand about this problem. First, when finding the nth root of a number, there should in theory be n solutions. However, the formula produces n+1 roots. Here is how. The first root is simply ##\left(r\right)^{\left(\frac{1}{n}\right)}##. Then you multiply this first root by n additional expressions given by the formula, as you go through k=0,1,...n-1. So you end up with n+1 roots, which cannot be correct. Let me illustrate what I mean. For this...
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