Math Problem Statement
The probability distribution of the random variable X is given in the following table. Find Var(X). (Round your answer to 4 decimal places.)
x
1
2
3
4
5
P(X =x)
0.12
0.24
0.36
0.17
0.11
Solution
To find the variance of a discrete random variable , we need to follow these steps:
Step 1: Calculate the expected value .
The expected value is calculated as: where are the possible values of and are the corresponding probabilities.
From the table:
Step 2: Calculate .
To find , we first square the -values and then multiply by their respective probabilities:
Step 3: Calculate the variance .
The variance is given by:
So, the variance of is .
Would you like more details on any step, or do you have any questions?
Relative questions:
- How is the standard deviation related to variance?
- What are the properties of a probability distribution?
- How do you find the expected value of a continuous random variable?
- What is the significance of variance in statistics?
- Can you explain how the law of large numbers relates to expected value?
Tip:
Remember, variance measures how spread out the values of a random variable are from the mean.
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Math Problem Analysis
Mathematical Concepts
Probability
Statistics
Expected Value
Variance
Formulas
E(X) = Σ (x_i * P(X = x_i))
E(X^2) = Σ (x_i^2 * P(X = x_i))
Var(X) = E(X^2) - (E(X))^2
Theorems
Expected Value Theorem
Variance Formula
Suitable Grade Level
Grades 10-12
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