Let X, N, Y and Z be random variables. The variables X and N are independent of each other. X is uniformly distributed between -1 and 1; N follows Normal distribution with zero mean and unity variance. Y and Z are defined as, Y = X +N and Z = X2 + N. Which of the following pairs represents the values of correlation between X and Y and that between X and Z?
Correct Answer :
1/3 and 0
Solution :
The correct option is 1/3 and 0.
Note: In the context of this question, "correlation" refers to the covariance between the random variables.
1. Understanding the given distributions:
We are given two independent random variables, and .
• is uniformly distributed between -1 and 1. The probability density function of is symmetric around its mean:
The variance of a continuous uniform distribution on the interval is given by:
Substituting and :
• follows a normal distribution with zero mean and unity variance:
• Since and are independent, their covariance is zero:
2. Finding the covariance (correlation) between X and Y:
The variable is defined as .
Using the properties of covariance, we get:
By linearity of covariance:
Since and :
3. Finding the covariance (correlation) between X and Z:
The variable is defined as .
We compute the covariance as:
Using linearity of covariance:
Since and are independent, :
By definition of covariance:
We know that . Next, we evaluate the third moment :
Since is an odd function and the probability density function is symmetric over the interval , the integral of the odd function over this symmetric interval is zero:
Substituting these values back into the covariance equation:
Therefore, the value of the covariance (correlation) between and is 1/3, and between and is 0.
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