Let a random variable X follow Poisson distribution such that Prob (X = 1) = Prob (X= 2). The value of Prob (X = 3) is __________ (round off to 2 decimal places).
Correct Answer :
Correct answer is : 0.18
Prob(X = 1) = Prob(X = 2)
e = 2.718
λ = λ2/2
(λ2 - 2λ) = 0 ⇒ λ (λ - 2) = 0
Since λ is always greater than zero, hence
λ - 2 = 0 ⇒ λ = 2
Prob(X = 3) =
Prob(X = 3) = = 0.18
Solution :
The correct answer is 0.18.
Step 1: Understand the Poisson Distribution Formula
For a random variable X following a Poisson distribution with parameter λ (where λ > 0 represents the average rate or mean number of occurrences), the probability mass function is given by:
where k is a non-negative integer (0, 1, 2, ...), and e is Euler's constant (approximately 2.718).
Step 2: Find the parameter λ using the given condition
We are given that the probability of X = 1 is equal to the probability of X = 2:
Substituting k = 1 and k = 2 into the Poisson probability formula:
Since 1! = 1 and 2! = 2, we can simplify this equation. Dividing both sides by the non-zero term e-λ yields:
Rearranging the equation to solve for λ:
Factoring out λ:
This gives two possible solutions: λ = 0 or λ = 2. Since the parameter λ in a Poisson distribution must be strictly greater than zero, we discard λ = 0. Therefore, we have:
λ = 2
Step 3: Calculate the probability P(X = 3)
Using our parameter value λ = 2, we find P(X = 3) by substituting k = 3 into the formula:
Since 23 = 8 and 3! = 3 × 2 × 1 = 6:
Using the approximation e ≈ 2.718, we compute e2 ≈ 7.389:
Rounding off to two decimal places, we get 0.18.
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