Question Details

Let


L = lim n k = 0 n e - n n k k !


Value of L is ______.

Options

A

1.0

B

0.5

C

0

D

e-1

Show Answer

Correct Answer :

Option B

0.5

Solution :

The correct option is 0.5.

Step-by-step Derivation and Explanation:

We are given the limit:

L = lim n �� k = 0 n e - n n k k !

Let us analyze this sum using probability theory. Consider a Poisson random variable X with parameter λ = n.
The probability mass function of X is given by:

P ( X = k ) = e - n n k k !

The sum inside the limit represents the cumulative distribution function (CDF) of this Poisson variable evaluated at Xn:

P ( X n ) = k = 0 n e - n n k k !

For a Poisson distribution with parameter n, the mean (expected value) and the variance are both equal to n:
Mean, μ = n
Variance, σ2 = n (which implies the standard deviation is σ = √n)

According to the Central Limit Theorem (CLT), as the parameter n approaches infinity, the standardized version of the Poisson random variable converges to the standard normal distribution Z ~ N(0, 1):

Z = X - μ σ = X - n n

Now, we rewrite the probability inequality in its standardized form:

P ( X n ) = P X - n n n - n n = P Z 0

Taking the limit as n approaches infinity, the probability converges to the probability of the standard normal distribution being less than or equal to 0:

L = lim n P ( X n ) = P ( Z 0 )

Since the standard normal distribution curve is perfectly symmetric about 0, the probability of being less than or equal to 0 is exactly half of the total area under the curve:

P ( Z 0 ) = 0.5

Thus, the value of the limit L is 0.5.

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