Probability Distribution B32Aa1
1. **Problem Statement:**
Calculate the mean, variance, and standard deviation of the given probability distribution for the prizes.
2. **Formulas and Important Rules:**
- The mean (expected value) $\mu$ of a discrete random variable $X$ is given by:
$$\mu = E(X) = \sum x_i p_i$$
where $x_i$ are the values and $p_i$ their probabilities.
- The variance $\sigma^2$ is:
$$\sigma^2 = Var(X) = \sum (x_i - \mu)^2 p_i$$
- The standard deviation $\sigma$ is the square root of the variance:
$$\sigma = \sqrt{Var(X)}$$
3. **Calculate the Mean:**
$$\mu = (0)(0.40) + (10)(0.35) + (20)(0.20) + (50)(0.05)$$
$$\mu = 0 + 3.5 + 4 + 2.5 = 10$$
4. **Calculate the Variance:**
First, compute each squared deviation times probability:
$$ (0 - 10)^2 (0.40) = 100 \times 0.40 = 40$$
$$ (10 - 10)^2 (0.35) = 0 \times 0.35 = 0$$
$$ (20 - 10)^2 (0.20) = 100 \times 0.20 = 20$$
$$ (50 - 10)^2 (0.05) = 1600 \times 0.05 = 80$$
Sum these:
$$\sigma^2 = 40 + 0 + 20 + 80 = 140$$
5. **Calculate the Standard Deviation:**
$$\sigma = \sqrt{140} \approx 11.83$$
**Final answers:**
- Mean prize value $\mu = 10$
- Variance $\sigma^2 = 140$
- Standard deviation $\sigma \approx 11.83$