Math Problem Statement
Let X be a random variable with the following probability distribution. (a) Find the expectation E(X) of X. E(X)= (b) Find the variance Var(X) of X. Var(X)
Solution
To find the expectation and the variance of the random variable given its probability distribution, we can use the following formulas:
- Expectation:
- Variance: , where
Given Data:
- values: 20, 30, 40, 50, 60, 70
- values: 0.25, 0.10, 0.10, 0.10, 0.10, 0.35
Calculating and :
Let's compute these values.The expectation and the variance of the random variable are as follows:
- Expectation (E(X)):
- Variance (Var(X)):
Would you like more details or have any questions about this computation?
Here are some related questions to consider:
- How would you interpret the expectation in a real-world scenario?
- What does the variance tell us about the distribution of ?
- Can you explain how the standard deviation relates to the variance computed here?
- What would be the impact on and if the probabilities were altered slightly?
- How would adding another value to the distribution affect and ?
- Could you compute the median of the distribution based on the given probabilities?
- What is the probability that exceeds 50?
- What other statistical measures could be useful for this data set?
Tip: When working with probability distributions, ensure that the probabilities sum up to 1 to maintain the validity of the distribution.
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Math Problem Analysis
Mathematical Concepts
Probability Theory
Expectation
Variance
Formulas
Expectation formula
Variance formula
Theorems
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Suitable Grade Level
Advanced High School or College
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