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If r(X, Y)=r, then r(aX,bY) is also equa...

If `r(X, Y)=r`, then `r(aX,bY)` is also equal to r.

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To determine whether the statement "If \( r(X, Y) = r \), then \( r(aX, bY) \) is also equal to \( r \)" is true or false, we will analyze the correlation coefficient and its properties. ### Step-by-Step Solution: 1. **Understanding the Correlation Coefficient**: The correlation coefficient \( r(X, Y) \) is defined as: \[ r(X, Y) = \frac{\text{Cov}(X, Y)}{\sqrt{\text{Var}(X) \cdot \text{Var}(Y)}} \] where \( \text{Cov}(X, Y) \) is the covariance between \( X \) and \( Y \), and \( \text{Var}(X) \) and \( \text{Var}(Y) \) are the variances of \( X \) and \( Y \) respectively. 2. **Finding the Correlation for Scaled Variables**: We need to find \( r(aX, bY) \): \[ r(aX, bY) = \frac{\text{Cov}(aX, bY)}{\sqrt{\text{Var}(aX) \cdot \text{Var}(bY)}} \] 3. **Calculating Covariance**: The covariance of \( aX \) and \( bY \) can be expressed as: \[ \text{Cov}(aX, bY) = ab \cdot \text{Cov}(X, Y) \] 4. **Calculating Variance**: The variances of \( aX \) and \( bY \) are: \[ \text{Var}(aX) = a^2 \cdot \text{Var}(X) \] \[ \text{Var}(bY) = b^2 \cdot \text{Var}(Y) \] 5. **Substituting into the Correlation Formula**: Now substituting these into the correlation formula: \[ r(aX, bY) = \frac{ab \cdot \text{Cov}(X, Y)}{\sqrt{(a^2 \cdot \text{Var}(X)) \cdot (b^2 \cdot \text{Var}(Y))}} \] Simplifying this gives: \[ r(aX, bY) = \frac{ab \cdot \text{Cov}(X, Y)}{ab \sqrt{\text{Var}(X) \cdot \text{Var}(Y)}} \] \[ r(aX, bY) = \frac{\text{Cov}(X, Y)}{\sqrt{\text{Var}(X) \cdot \text{Var}(Y)}} \] 6. **Conclusion**: Thus, we find that: \[ r(aX, bY) = r(X, Y) \] Therefore, if \( r(X, Y) = r \), then \( r(aX, bY) = r \) as well. ### Final Answer: The statement is **True**.
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