Math Problem Statement
A random variable X has an expected value of 10 and a standard deviation of 3. Let Y = 2X + 2. What are the expected value and standard deviation of Y?
Solution
To determine the expected value and standard deviation of , we can use the properties of expected values and standard deviations for linear transformations of random variables.
Expected Value of
The expected value of is given by:
Using the linearity of expectation, we get:
Given , we substitute:
So, the expected value of is 22.
Standard Deviation of
The standard deviation of depends only on the multiplicative factor , since adding a constant does not change the spread. The formula for the standard deviation of is:
Here, and . So,
Thus, the standard deviation of is 6.
Summary
- Expected value of : 22
- Standard deviation of : 6
Would you like further clarification on any of these steps?
- What is the variance of given the variance of ?
- How would the expected value and standard deviation change if ?
- What are the properties of expected value and standard deviation for linear transformations?
- How would the calculations change if the transformation was non-linear?
- How do these concepts apply in practical statistical problems?
Tip: When dealing with linear transformations of random variables, remember that adding constants only affects the mean, not the standard deviation.
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Math Problem Analysis
Mathematical Concepts
Statistics
Linear Transformations of Random Variables
Expected Value
Standard Deviation
Formulas
Expected Value of a Linear Transformation: E(aX + b) = aE(X) + b
Standard Deviation of a Linear Transformation: Std(aX + b) = |a| * Std(X)
Theorems
Linearity of Expectation
Suitable Grade Level
Grades 10-12
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