Question Details

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).

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Correct Answer :

Correct answer is : 0.18

Prob(X = 1) = Prob(X = 2)

e = 2.718

e λ λ 1 1 ! = e λ λ 2 2 !

λ = λ2/2

2 - 2λ) = 0 ⇒ λ (λ - 2) = 0

Since λ is always greater than zero, hence

λ - 2 = 0 ⇒ λ = 2

Prob(X = 3) =  e λ λ 3 3 ! = e 2 .   2 3 2   ×   3

Prob(X = 3) =  8 6. e 2 = 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:
P ( X = k ) = e λ λ k k ! 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:
P ( X = 1 ) = P ( X = 2 ) Substituting k = 1 and k = 2 into the Poisson probability formula:
e λ λ 1 1 ! = e λ λ 2 2 ! Since 1! = 1 and 2! = 2, we can simplify this equation. Dividing both sides by the non-zero term e yields:
λ = λ 2 2 Rearranging the equation to solve for λ:
λ 2 2 λ = 0 Factoring out λ:
λ ( λ 2 ) = 0 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:
P ( X = 3 ) = e 2 2 3 3 ! Since 23 = 8 and 3! = 3 × 2 × 1 = 6:
P ( X = 3 ) = 8 e 2 6 = 8 6 e 2 Using the approximation e ≈ 2.718, we compute e2 ≈ 7.389:
P ( X = 3 ) 8 6 7.389 8 44.334 0.1804 Rounding off to two decimal places, we get 0.18.

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