Math Problem Statement
Suppose XX and YY are two random variables such that correlation coefficient between XX and YY is 1221, Var(X)=1Var(X)=1 and Var(Y)=2.Var(Y)=2. Compute Var(X+2Y)Var(X+2Y), correct to three decimal places.
Solution
We are asked to compute given the following information:
Step 1: Formula for Variance of a Linear Combination
For two random variables and , the variance of a linear combination is given by: In our case, we want to compute . Here:
- (coefficient of )
- (coefficient of )
So, the formula becomes:
Step 2: Use Given Values
We have , , and we know the correlation coefficient between and is: Substituting the known values: Thus, solving for :
Step 3: Calculate
Substituting all values into the variance formula: Approximating :
Thus, the variance of correct to three decimal places is:
Would you like more details, or do you have any other questions?
Here are 5 related questions for practice:
- How does the correlation coefficient affect the covariance between two variables?
- How would the result change if were increased to 3?
- What happens to the variance if and are independent (i.e., )?
- How do we compute the covariance if the correlation coefficient is negative?
- What is the formula for the variance of a sum of three random variables?
Tip: The correlation coefficient is always between -1 and 1 and indicates the strength and direction of a linear relationship between two variables.
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Math Problem Analysis
Mathematical Concepts
Probability
Statistics
Correlation
Variance
Formulas
Var(aX + bY) = a^2 Var(X) + b^2 Var(Y) + 2ab Cov(X, Y)
Corr(X, Y) = Cov(X, Y) / sqrt(Var(X) * Var(Y))
Cov(X, Y) = Corr(X, Y) * sqrt(Var(X) * Var(Y))
Theorems
Variance of a linear combination of random variables
Suitable Grade Level
Undergraduate Level (Probability and Statistics)
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