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In sub-parts (i) and (ii) choose the cor...

In sub-parts (i) and (ii) choose the correct option and in sub-parts (iii) to (v), answer the questions as instructed.
Given that `y=mx+c " and "x=4y+5` are two regression lines y on x and x on y respectively, such that `0 le m le k`. Then k is equals to

A

1

B

`1/2`

C

0.25

D

None of these

Text Solution

AI Generated Solution

The correct Answer is:
To solve the problem, we need to analyze the given regression lines and find the value of \( k \) such that \( 0 \leq m \leq k \). ### Step-by-Step Solution: 1. **Identify the Regression Lines:** - The first regression line is given by \( y = mx + c \), which represents the regression of \( y \) on \( x \). - The second regression line is given by \( x = 4y + 5 \), which represents the regression of \( x \) on \( y \). 2. **Extract the Regression Coefficients:** - From the first regression line \( y = mx + c \), we can identify the regression coefficient \( b_{yx} = m \). - From the second regression line \( x = 4y + 5 \), we can identify the regression coefficient \( b_{xy} = 4 \). 3. **Use the Relationship Between Regression Coefficients:** - The product of the regression coefficients is related to the square of the correlation coefficient \( r \): \[ b_{yx} \cdot b_{xy} = r^2 \] - Substituting the values we have: \[ m \cdot 4 = r^2 \] - Therefore: \[ r^2 = 4m \] 4. **Determine the Range of \( r^2 \):** - The correlation coefficient \( r \) lies between 0 and 1, which means: \[ 0 \leq r^2 \leq 1 \] - This gives us: \[ 0 \leq 4m \leq 1 \] 5. **Solve for \( m \):** - Dividing the entire inequality by 4: \[ 0 \leq m \leq \frac{1}{4} \] - This indicates that the maximum value of \( m \) is \( \frac{1}{4} \). 6. **Conclusion:** - Since \( 0 \leq m \leq k \) and we found \( m \) can go up to \( \frac{1}{4} \), we conclude that: \[ k = \frac{1}{4} \] ### Final Answer: \[ k = \frac{1}{4} \]
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