Math Problem Statement
A fair die is tossed .Let the random variable X denote the twice the number appearing on the die i) Write probability distribution of X ii) Mean iii) Variance
Solution
A fair die has six faces numbered from 1 to 6. The random variable is defined as twice the number appearing on the die, meaning:
where is the number shown on the die. Since can take values , the possible values of are:
Since the die is fair, the probability of each outcome is:
Since , the probability distribution of is:
2 | 4 | 6 | 8 | 10 | 12 | |
---|---|---|---|---|---|---|
(ii) Mean
The mean (expected value) is given by:
Substituting values:
So, .
(iii) Variance
Variance is given by:
First, compute :
Now, compute the variance:
So, .
Final Answers
-
Probability Distribution of :
-
Mean :
-
Variance :
Would you like further explanations?
Related Questions
- How do you compute the standard deviation from variance?
- What is the cumulative distribution function (CDF) of ?
- How would the probability distribution change if the die was biased?
- Can we generalize this problem for a die with sides?
- How does the transformation affect variance compared to ?
Tip:
The variance formula can be rewritten using , which simplifies calculations when a variable is scaled.
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Math Problem Analysis
Mathematical Concepts
Probability
Random Variables
Expected Value
Variance
Formulas
P(X = x) = Probability of X taking value x
E(X) = Σ X_i * P(X_i)
V(X) = E(X^2) - [E(X)]^2
Theorems
Basic Probability Theorem
Properties of Expected Value
Variance Scaling Property
Suitable Grade Level
Grades 9-12
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