Math Problem Statement

X and YY are independent random variables with means 10 and 17, and variances 5 and 5 respectively. Find the variance of 6X+3Y6X+3Y

Solution

Given that XX and YY are independent random variables with:

  • E(X)=10\text{E}(X) = 10
  • E(Y)=17\text{E}(Y) = 17
  • Var(X)=5\text{Var}(X) = 5
  • Var(Y)=5\text{Var}(Y) = 5

We are asked to find the variance of the expression 6X+3Y6X + 3Y.

Step 1: Understanding the Variance of a Linear Combination

The variance of a linear combination of random variables is given by: Var(aX+bY)=a2Var(X)+b2Var(Y)\text{Var}(aX + bY) = a^2 \cdot \text{Var}(X) + b^2 \cdot \text{Var}(Y) where aa and bb are constants, and XX and YY are independent random variables.

Step 2: Apply the Formula

For the expression 6X+3Y6X + 3Y:

  • a=6a = 6
  • b=3b = 3

Substitute the values into the formula: Var(6X+3Y)=62Var(X)+32Var(Y)\text{Var}(6X + 3Y) = 6^2 \cdot \text{Var}(X) + 3^2 \cdot \text{Var}(Y) Var(6X+3Y)=365+95\text{Var}(6X + 3Y) = 36 \cdot 5 + 9 \cdot 5

Step 3: Calculate the Variance

Var(6X+3Y)=180+45=225\text{Var}(6X + 3Y) = 180 + 45 = 225

Final Answer:

The variance of 6X+3Y6X + 3Y is 225\boxed{225}.

Do you want more details or have any questions?


Here are 5 related questions:

  1. What is the expected value of 6X+3Y6X + 3Y?
  2. How does the variance change if the coefficients of XX and YY are different?
  3. If XX and YY were not independent, how would you find the variance of 6X+3Y6X + 3Y?
  4. What if XX and YY had different variances?
  5. How would you calculate the standard deviation of 6X+3Y6X + 3Y?

Tip: Remember that the variance of a linear combination depends on the square of the coefficients multiplied by the variances of the variables involved.

Ask a new question for Free

By Image

Drop file here or Click Here to upload

Math Problem Analysis

Mathematical Concepts

Random Variables
Expected Value
Variance
Linear Combinations

Formulas

Variance of a Linear Combination

Theorems

-

Suitable Grade Level

Advanced Undergraduate