Question Bank • QB_EM_113
NAT • 2 Marks
Section 1: Engineering Mathematics
Probability and Statistics
Subtopic: Poisson, normal and binomial distributions
Question Statement:
If a random variable $X$ follows a Poisson distribution such that $P(X = 1) = P(X = 2)$, calculate the mean $\lambda$ of the distribution.
Step-by-Step Solution & Explanation
For a Poisson distribution, $P(X = k) = \frac{e^{-\lambda} \lambda^k}{k!}$.
$P(X = 1) = \frac{e^{-\lambda} \lambda^1}{1!} = \lambda e^{-\lambda}$
$P(X = 2) = \frac{e^{-\lambda} \lambda^2}{2!} = \frac{\lambda^2 e^{-\lambda}}{2}$
Equating the two:
$\lambda e^{-\lambda} = \frac{\lambda^2 e^{-\lambda}}{2}$
Since $\lambda > 0$ and $e^{-\lambda} \ne 0$:
$1 = \frac{\lambda}{2} \implies \lambda = 2.0$
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