1. **Problem Statement:** Given a binomial random variable $X \sim B(8, 0.2)$, calculate various probabilities.
2. **Formula:** The binomial probability mass function is
$$P(X = k) = \binom{n}{k} p^k (1-p)^{n-k}$$
where $n=8$, $p=0.2$, and $k$ is the number of successes.
3. **Calculations:**
**a i. Calculate $P(X=3)$:**
$$P(X=3) = \binom{8}{3} (0.2)^3 (0.8)^5$$
Calculate the binomial coefficient:
$$\binom{8}{3} = \frac{8!}{3!5!} = 56$$
Calculate powers:
$$(0.2)^3 = 0.008$$
$$(0.8)^5 = 0.32768$$
Multiply all:
$$P(X=3) = 56 \times 0.008 \times 0.32768 = 0.1468$$
**a ii. Given $P(X=4) = 0.046$ (verified):**
$$P(X=4) = \binom{8}{4} (0.2)^4 (0.8)^4 = 0.046$$
**b i. Calculate $P(X \leq 3)$:**
Given as $0.944$.
**b ii. Calculate $P(X \leq 2)$:**
Given as $0.797$.
**c i. Calculate $P(X > 3)$:**
$$P(X > 3) = 1 - P(X \leq 3) = 1 - 0.944 = 0.056$$
**c ii. Calculate $P(X > 4)$:**
$$P(X > 4) = 1 - P(X \leq 4)$$
Calculate $P(X=4)$ from a ii: $0.046$
$$P(X \leq 4) = P(X \leq 3) + P(X=4) = 0.944 + 0.046 = 0.99$$
So,
$$P(X > 4) = 1 - 0.99 = 0.01$$
**d i. Calculate $P(X < 5)$:**
$$P(X < 5) = P(X \leq 4) = 0.99$$
Given as $0.9816$ (approximate).
**d ii. Calculate $P(X < 3)$:**
$$P(X < 3) = P(X \leq 2) = 0.797$$
**e i. Calculate $P(X \geq 3)$:**
$$P(X \geq 3) = 1 - P(X \leq 2) = 1 - 0.797 = 0.203$$
**e ii. Calculate $P(X \geq 1)$:**
$$P(X \geq 1) = 1 - P(X=0)$$
Calculate $P(X=0)$:
$$P(X=0) = \binom{8}{0} (0.2)^0 (0.8)^8 = 1 \times 1 \times 0.16777 = 0.1678$$
So,
$$P(X \geq 1) = 1 - 0.1678 = 0.8322$$
**f i. Calculate $P(3 < X \leq 6)$:**
$$P(3 < X \leq 6) = P(X=4) + P(X=5) + P(X=6)$$
Calculate each term:
$$P(X=4) = 0.046$$
$$P(X=5) = \binom{8}{5} (0.2)^5 (0.8)^3 = 56 \times 0.00032 \times 0.512 = 0.0092$$
$$P(X=6) = \binom{8}{6} (0.2)^6 (0.8)^2 = 28 \times 0.000064 \times 0.64 = 0.00115$$
Sum:
$$0.046 + 0.0092 + 0.00115 = 0.05635$$
**Final answers:**
- $P(X=3) = 0.1468$
- $P(X=4) = 0.046$
- $P(X \leq 3) = 0.944$
- $P(X \leq 2) = 0.797$
- $P(X > 3) = 0.056$
- $P(X > 4) = 0.01$
- $P(X < 5) = 0.99$
- $P(X < 3) = 0.797$
- $P(X \geq 3) = 0.203$
- $P(X \geq 1) = 0.8322$
- $P(3 < X \leq 6) = 0.05635$
Binomial Probabilities 31973F
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