if the regression coefficient of Y on X ,the coefficient of correlation between x and y and variance of y are 3 /4 , root 3 by 2, and 4 respectively what is the variance of x?
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Given:
The regression coefficient of Y on X, the coefficient of correlation between x and y and variance of y are 3 /4 , root 3 by 2, and 4 respectively
To find:
What is the variance of x?
Solution:
From given, we have,
The regression coefficient of Y on X = b_{yx} = 3/4
The coefficient of correlation between x and y = r = √(3/2 )
The variance of y = V(y) = 4
⇒ The standard deviation of y = S(y) = 2
we use the formula,
r² = b_{yx} × b_{xy}
√(3/2)² = 3/4 × b_{xy}
3/2 = 3/4 × b_{xy}
∴ b_{xy} = 2
where, b_{xy} is regression coefficient of X on Y
Now we use the formula,
b_{xy} = r × S(x)/S(y)
2 = √(3/2 ) × S(x)/2
4 = √(3/2 ) × S(x)
S(x) = 4√(2/3 )
∴ V(x) = [4√(2/3 )]² = 32/3
Therefore, the variance of x is 32/3
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