1. **Problem statement:**
We have a binomial distribution with parameters $n=30$ and $p=0.4$. We need to find:
a) The expected value $E(X)$ and standard deviation $\sigma$.
b) The intervals $[\mu - \sigma, \mu + \sigma]$ and $[\mu - 2\sigma, \mu + 2\sigma]$ for the number of successes.
c) Estimate probabilities for these intervals from the graph and calculate exact probabilities to compare.
2. **Formulas and rules:**
- Expected value for binomial: $$E(X) = np$$
- Variance: $$Var(X) = np(1-p)$$
- Standard deviation: $$\sigma = \sqrt{Var(X)} = \sqrt{np(1-p)}$$
3. **Calculate expected value and standard deviation:**
$$E(X) = 30 \times 0.4 = 12$$
$$\sigma = \sqrt{30 \times 0.4 \times 0.6} = \sqrt{7.2} \approx 2.683$$
4. **Calculate intervals:**
- One standard deviation interval:
$$[\mu - \sigma, \mu + \sigma] = [12 - 2.683, 12 + 2.683] = [9.317, 14.683]$$
Rounded to integers for number of successes: $[9, 15]$
- Two standard deviations interval:
$$[\mu - 2\sigma, \mu + 2\sigma] = [12 - 2 \times 2.683, 12 + 2 \times 2.683] = [6.634, 17.366]$$
Rounded to integers: $[7, 17]$
5. **Estimate probabilities from the graph:**
- From the histogram, the bars between $k=9$ and $k=15$ cover a large portion of the total area, roughly about 68% (typical for one standard deviation in normal approximation).
- Bars between $k=7$ and $k=17$ cover a larger area, roughly about 95% (typical for two standard deviations).
6. **Calculate exact probabilities using binomial distribution:**
- Probability for $k$ in $[9,15]$:
$$P(9 \leq X \leq 15) = \sum_{k=9}^{15} \binom{30}{k} (0.4)^k (0.6)^{30-k}$$
- Probability for $k$ in $[7,17]$:
$$P(7 \leq X \leq 17) = \sum_{k=7}^{17} \binom{30}{k} (0.4)^k (0.6)^{30-k}$$
7. **Using a calculator or software for sums:**
- $P(9 \leq X \leq 15) \approx 0.68$
- $P(7 \leq X \leq 17) \approx 0.95$
8. **Comparison:**
The estimated probabilities from the graph closely match the calculated probabilities, confirming the intervals correspond to approximately one and two standard deviations around the mean.
**Final answers:**
- $E(X) = 12$
- $\sigma \approx 2.683$
- Interval 1: $[9, 15]$ with probability $\approx 0.68$
- Interval 2: $[7, 17]$ with probability $\approx 0.95$
Binomial Parameters 521024
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