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The equations of two lines of regression...

The equations of two lines of regression are `3x+2y-26=0` and `6x +y- 31=0`. find variance of `x` if variance of `y` is 36.

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To find the variance of \( x \) given the equations of two lines of regression and the variance of \( y \), we can follow these steps: ### Step 1: Identify the regression equations The given regression equations are: 1. \( 3x + 2y - 26 = 0 \) (assumed to be the regression of \( y \) on \( x \)) 2. \( 6x + y - 31 = 0 \) (assumed to be the regression of \( x \) on \( y \)) ### Step 2: Convert the regression equations to slope-intercept form For the first equation: \[ 2y = -3x + 26 \implies y = -\frac{3}{2}x + 13 \] This gives us the regression coefficient \( b_{yx} = -\frac{3}{2} \). For the second equation: \[ y = -6x + 31 \implies 6x = -y + 31 \implies x = -\frac{1}{6}y + \frac{31}{6} \] This gives us the regression coefficient \( b_{xy} = -\frac{1}{6} \). ### Step 3: Calculate the correlation coefficient \( R \) The correlation coefficient \( R \) can be calculated using the formula: \[ R^2 = b_{xy} \cdot b_{yx} \] Substituting the values: \[ R^2 = \left(-\frac{1}{6}\right) \cdot \left(-\frac{3}{2}\right) = \frac{3}{12} = \frac{1}{4} \] Thus, \( R = -\frac{1}{2} \) (since both coefficients are negative, \( R \) is negative). ### Step 4: Use the variance of \( y \) to find the variance of \( x \) We know that the variance of \( y \) is given as \( \sigma_y^2 = 36 \). Therefore, the standard deviation \( \sigma_y \) is: \[ \sigma_y = \sqrt{36} = 6 \] Using the relationship between the variances: \[ b_{yx} = R \cdot \frac{\sigma_y}{\sigma_x} \] We can rearrange this to find \( \sigma_x \): \[ \sigma_x = R \cdot \frac{\sigma_y}{b_{yx}} \] Substituting the known values: \[ \sigma_x = -\frac{1}{2} \cdot \frac{6}{-\frac{3}{2}} = -\frac{1}{2} \cdot \frac{6 \cdot 2}{-3} = \frac{1 \cdot 6 \cdot 2}{3} = 4 \] ### Step 5: Calculate the variance of \( x \) The variance of \( x \) is given by: \[ \sigma_x^2 = \sigma_x^2 = 4^2 = 16 \] ### Final Answer The variance of \( x \) is \( 16 \). ---
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Knowledge Check

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