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For two variables x and y, the two regression lines are `x+2y-5=0, 2x+3y-8=0` and variance `(x)=12`. Then `sigma_(y)` is

A

4

B

5

C

2

D

none of these

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The correct Answer is:
To solve the problem step by step, we will find the variance of \( y \) given the regression lines and the variance of \( x \). ### Step 1: Identify the regression equations The two regression lines given are: 1. \( x + 2y - 5 = 0 \) 2. \( 2x + 3y - 8 = 0 \) ### Step 2: Rearrange the regression equations to find the regression coefficients From the first equation, we can express \( y \) in terms of \( x \): \[ 2y = 5 - x \implies y = -\frac{1}{2}x + \frac{5}{2} \] This gives us the regression coefficient \( b_{yx} = -\frac{1}{2} \). From the second equation, we can express \( x \) in terms of \( y \): \[ 2x = 8 - 3y \implies x = -\frac{3}{2}y + 4 \] This gives us the regression coefficient \( b_{xy} = -\frac{3}{2} \). ### Step 3: Calculate the correlation coefficient \( r \) The relationship between the regression coefficients and the correlation coefficient \( r \) is given by: \[ r = \sqrt{b_{yx} \cdot b_{xy}} \] Substituting the values we found: \[ r = \sqrt{\left(-\frac{1}{2}\right) \cdot \left(-\frac{3}{2}\right)} = \sqrt{\frac{3}{4}} = \frac{\sqrt{3}}{2} \] ### Step 4: Use the formula for the relationship between variances and the correlation coefficient We know that: \[ b_{xy} = r \cdot \frac{\sigma_y}{\sigma_x} \] We are given that \( \text{Var}(x) = 12 \), thus \( \sigma_x = \sqrt{12} = 2\sqrt{3} \). Substituting the values into the equation: \[ -\frac{3}{2} = \left(\frac{\sqrt{3}}{2}\right) \cdot \frac{\sigma_y}{2\sqrt{3}} \] ### Step 5: Solve for \( \sigma_y \) Rearranging the equation: \[ -\frac{3}{2} = \frac{\sqrt{3}}{4} \sigma_y \] Multiplying both sides by \( 4 \): \[ -6 = \sqrt{3} \sigma_y \] Dividing both sides by \( \sqrt{3} \): \[ \sigma_y = -\frac{6}{\sqrt{3}} = -2\sqrt{3} \] Since standard deviation cannot be negative, we take the positive value: \[ \sigma_y = 2 \] ### Final Answer Thus, the value of \( \sigma_y \) is \( 2 \). ---
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ML KHANNA-CORRELATION AND REGRESSION -PROBLEM SET (1) (MCQ)
  1. Two random variables have the least squares regression lines 3x+2y-26=...

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  2. The lines of regression of y on x and x on y are respectively y=x and ...

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  3. The regression lines of x on y and y on x are x=4y+5 and y=kx+4 respec...

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  4. For two variables x and y, the two regression lines are x+2y-5=0, 2x+3...

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  5. For 10 observations on price (x) and supply (y) the following data wer...

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  6. If two lines of Regression are respectively y=ax+b and x=alphay+beta. ...

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  7. r(xy)lt0, according as

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  8. The correlation between two variables x and y is given to be r. The va...

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  9. If U=aX+b, and V=-cY+d where a and c positive. If r(U,V)=0.6, then r(X...

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  10. Let X and Y be two variables with the same variance and let U=X+Y,V=X-...

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  11. If Z=aX+bY and r is the correlation coefficient between X and Y, then ...

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  12. If X and Y are two independent variables with sigma(X)^(2)=36,sigma(Y)...

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  13. The coefficient of correlation is independent of

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  14. If both the regression coefficients b(YX) and b(XY) are positive, then

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  15. If the slopes of the line of regression of Y and X and of X and Y are ...

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  16. If the two lines of regression are 3x+y=15 and x+4y=3, then value of x...

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  17. The coefficient of correlation between random variables X and Y is 0.2...

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  18. Linear relation between the variables is given by the equation ax+by+c...

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  19. The lines of regression of y on x is a(1)x+b(1)y+c(1)=0 and that of x ...

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  20. If Sigmax=55,Sigmay=74,Sigmaxy=411,n=10, then covariance between x and...

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