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If X is a poisson distribution such that...

If X is a poisson distribution such that P(X=1)=P(X=2)then,P(X=4)=

A

`(1)/(2e^(2))`

B

`(1)/(3e^(2))`

C

`(2)/(3e^(2))`

D

`(1)/(e^(2))`

Text Solution

AI Generated Solution

The correct Answer is:
To solve the problem, we need to find \( P(X = 4) \) given that \( P(X = 1) = P(X = 2) \) for a Poisson distribution. ### Step-by-Step Solution: 1. **Understand the Poisson Distribution Formula**: The probability mass function of a Poisson distribution is given by: \[ P(X = k) = \frac{e^{-\mu} \mu^k}{k!} \] where \( \mu \) is the average rate (mean) of occurrences. 2. **Set Up the Equation**: From the problem, we know: \[ P(X = 1) = P(X = 2) \] Using the Poisson formula, we can write: \[ P(X = 1) = \frac{e^{-\mu} \mu^1}{1!} = e^{-\mu} \mu \] \[ P(X = 2) = \frac{e^{-\mu} \mu^2}{2!} = \frac{e^{-\mu} \mu^2}{2} \] 3. **Equate the Two Probabilities**: Setting the two probabilities equal gives: \[ e^{-\mu} \mu = \frac{e^{-\mu} \mu^2}{2} \] 4. **Cancel \( e^{-\mu} \)**: Since \( e^{-\mu} \) is common on both sides and is not zero, we can cancel it: \[ \mu = \frac{\mu^2}{2} \] 5. **Solve for \( \mu \)**: Rearranging the equation gives: \[ 2\mu = \mu^2 \] \[ \mu^2 - 2\mu = 0 \] Factoring out \( \mu \): \[ \mu(\mu - 2) = 0 \] This gives us two solutions: \( \mu = 0 \) or \( \mu = 2 \). Since \( \mu = 0 \) does not make sense in this context, we take \( \mu = 2 \). 6. **Calculate \( P(X = 4) \)**: Now that we have \( \mu = 2 \), we can find \( P(X = 4) \): \[ P(X = 4) = \frac{e^{-2} 2^4}{4!} \] Calculate \( 2^4 = 16 \) and \( 4! = 24 \): \[ P(X = 4) = \frac{e^{-2} \cdot 16}{24} \] Simplifying gives: \[ P(X = 4) = \frac{2}{3} e^{-2} \] ### Final Answer: Thus, the final result is: \[ P(X = 4) = \frac{2}{3} e^{-2} \]
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