Suppose X is a discrete random variable that takes on integer values between 1 and 10, with variance Var(X) = 6. Suppose that you define a new random variable Y by observing the output of X and adding 3 to that number. What is the variance of Y? Suppose then you define a new random variable Z by observing the output of X and multiplying that by -4. What is the variance of Z?
Solution:
Given: Variance of X is : Var(X) = 6
Part a) Define a new random variable Y by observing the output of X and adding 3 to that number.
Y = X + 3
Then variance of Y is:
Var(Y) = Var(X+3)
Var(Y) = Var(X) +Var(3)
Var(Y) = 6 + 0
( Since variance of Constant is 0)
Thus
Var(Y) = 6
Part b) Define a new random variable Z by observing the output of X and multiplying that by -4.
Z = (-4)X
Then find Variance of Z.
Var(Z) = Var( (-4) X )
Var(Z) = (-4)2 * Var(X)
(since Var( aX) = a2 * Var(X) )
Var(Z) = 16 * 6
Var(Z) = 96
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