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If the regression coefficient of x and y...

If the regression coefficient of x and y on'x are `-1/2` and `-1/8` respectively, then what is the correlation coefficient between x and y?

A

`-1/4`

B

`-1/16`

C

`1/16`

D

`1/4`

Text Solution

AI Generated Solution

The correct Answer is:
To find the correlation coefficient between x and y given the regression coefficients, we can use the relationship between the regression coefficients and the correlation coefficient. ### Step-by-Step Solution: 1. **Identify the given regression coefficients**: - The regression coefficient of x on y (denoted as \( b_{xy} \)) is given as \( -\frac{1}{2} \). - The regression coefficient of y on x (denoted as \( b_{yx} \)) is given as \( -\frac{1}{8} \). 2. **Use the formula for correlation coefficient**: The correlation coefficient \( r \) can be calculated using the formula: \[ r = \sqrt{b_{xy} \cdot b_{yx}} \] 3. **Substitute the values into the formula**: \[ r = \sqrt{\left(-\frac{1}{2}\right) \cdot \left(-\frac{1}{8}\right)} \] 4. **Calculate the product**: \[ r = \sqrt{\frac{1}{2} \cdot \frac{1}{8}} = \sqrt{\frac{1}{16}} = \frac{1}{4} \] 5. **Determine the sign of the correlation coefficient**: Since both regression coefficients \( b_{xy} \) and \( b_{yx} \) are negative, the correlation coefficient \( r \) will also be negative. Therefore, we have: \[ r = -\frac{1}{4} \] 6. **Conclusion**: The correlation coefficient between x and y is \( -\frac{1}{4} \). ### Final Answer: The correlation coefficient \( r \) is \( -\frac{1}{4} \). ---
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