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For a binomial distribution B(n.p). np=4...

For a binomial distribution B(n.p). np=4 and variance `npq=4//3`. What is the probability `P(x ge 5)` equal to?

A

`(2//3)^(6)`

B

`2^(5)//3^(6)`

C

`(1//3)^(6)`

D

`2^(8)//3^(6)`

Text Solution

AI Generated Solution

The correct Answer is:
To solve the problem, we will follow these steps: ### Step 1: Identify the given information We are given: - \( np = 4 \) - Variance \( npq = \frac{4}{3} \) ### Step 2: Find \( q \) From the variance formula, we know: \[ npq = \frac{4}{3} \] Substituting \( np = 4 \) into the variance equation: \[ 4q = \frac{4}{3} \] Now, solve for \( q \): \[ q = \frac{4}{3} \div 4 = \frac{4}{3} \times \frac{1}{4} = \frac{1}{3} \] ### Step 3: Find \( p \) Since \( p + q = 1 \): \[ p = 1 - q = 1 - \frac{1}{3} = \frac{2}{3} \] ### Step 4: Find \( n \) We know \( np = 4 \): \[ n \cdot \frac{2}{3} = 4 \] Now, solve for \( n \): \[ n = 4 \div \frac{2}{3} = 4 \times \frac{3}{2} = 6 \] ### Step 5: Write the binomial distribution formula The binomial distribution formula is given by: \[ P(X = r) = \binom{n}{r} p^r q^{n-r} \] ### Step 6: Calculate \( P(X \geq 5) \) We need to find \( P(X \geq 5) \), which is: \[ P(X \geq 5) = P(X = 5) + P(X = 6) \] #### Calculate \( P(X = 5) \) Using the formula: \[ P(X = 5) = \binom{6}{5} \left(\frac{2}{3}\right)^5 \left(\frac{1}{3}\right)^{6-5} \] Calculating: \[ \binom{6}{5} = 6 \] Thus, \[ P(X = 5) = 6 \left(\frac{2}{3}\right)^5 \left(\frac{1}{3}\right)^1 = 6 \cdot \frac{32}{243} \cdot \frac{1}{3} = \frac{192}{729} \] #### Calculate \( P(X = 6) \) Using the formula: \[ P(X = 6) = \binom{6}{6} \left(\frac{2}{3}\right)^6 \left(\frac{1}{3}\right)^{0} \] Calculating: \[ \binom{6}{6} = 1 \] Thus, \[ P(X = 6) = 1 \cdot \left(\frac{2}{3}\right)^6 = \frac{64}{729} \] ### Step 7: Combine the probabilities Now, we combine both probabilities: \[ P(X \geq 5) = P(X = 5) + P(X = 6) = \frac{192}{729} + \frac{64}{729} = \frac{256}{729} \] ### Final Answer The probability \( P(X \geq 5) \) is: \[ \frac{256}{729} \]
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