Probability
Binomial Distribution
Grade 12
Question:
<p>Let in a Binomial distribution, consisting of 5 independent trials, probabilities of exactly 1 and 2 successes be 0.4096 and 0.2048 respectively. Then, the probability of getting exactly 3 successes is equal to</p>
<p>(a) \(\frac{32}{625}\)</p>
<p>(b) \(\frac{80}{243}\)</p>
<p>(c) \(\frac{40}{243}\)</p>
<p>(d) \(\frac{128}{625}\)</p>
Step-by-Step Solution
Key Concept: Use the given probabilities of exactly 1 and 2 successes to find the parameters p and n, then calculate P(X=3).
Step 1: In a binomial distribution with $n=5$ independent trials, the probability of exactly $k$ successes is given by
$$P(X=k) = \binom{n}{k} p^k (1-p)^{n-k}$$
For $n=5$, this formula becomes:
$$P(X=k) = \binom{5}{k} p^k (1-p)^{5-k}$$
Step 2: The probabilities of exactly 1 and 2 successes are given as:
$$P(X=1) = \binom{5}{1} p^1 (1-p)^{5-1} = 5p(1-p)^4 = 0.4096$$
$$P(X=2) = \binom{5}{2} p^2 (1-p)^{5-2} = 10p^2(1-p)^3 = 0.2048$$
Step 3: To determine the value of $p$, we form the ratio of $P(X=2)$ to $P(X=1)$:
$$\frac{P(X=2)}{P(X=1)} = \frac{10p^2(1-p)^3}{5p(1-p)^4}$$
Simplifying the algebraic expression:
$$\frac{10p^2(1-p)^3}{5p(1-p)^4} = \frac{2p}{1-p}$$
Now, substitute the given numerical values:
$$\frac{0.2048}{0.4096} = \frac{1}{2}$$
Equating the simplified algebraic expression with the numerical ratio, we get:
$$\frac{2p}{1-p} = \frac{1}{2}$$
Step 4: Solve the equation for $p$:
$$2p \times 2 = 1 \times (1-p)$$
$$4p = 1-p$$
$$5p = 1$$
$$p = \frac{1}{5}$$
Step 5: Calculate the probability of getting exactly 3 successes using the derived value of $p = \frac{1}{5}$:
$$P(X=3) = \binom{5}{3} p^3 (1-p)^2$$
Substitute $p = \frac{1}{5}$ and $1-p = 1 - \frac{1}{5} = \frac{4}{5}$:
$$P(X=3) = \binom{5}{3} \left(\frac{1}{5}\right)^3 \left(\frac{4}{5}\right)^2$$
$$P(X=3) = 10 \times \frac{1^3}{5^3} \times \frac{4^2}{5^2}$$
$$P(X=3) = 10 \times \frac{1}{125} \times \frac{16}{25}$$
$$P(X=3) = \frac{10 \times 1 \times 16}{125 \times 25}$$
$$P(X=3) = \frac{160}{3125}$$
To simplify the fraction, divide both the numerator and the denominator by their greatest common divisor, which is 5:
$$P(X=3) = \frac{160 \div 5}{3125 \div 5} = \frac{32}{625}$$
Correct Answer: C