Sunday 22 July 2018

limits - Summation of exponential series




Evaluate the limit:

$$
\lim_{n \to \infty}e^{-n}\sum_{k = 0}^n \frac{n^k}{k!}
$$
It is not as easy as it seems and the answer is definitely not 1.
Please help in solving it.


Answer



Given an event whose frequencies open the Poisson distribution and occurs an average of $n$ times per trial, the probability that it occurs $k$ times in a given trial is



$e^{-n} \frac{n^k}{k!}$.



So, the sum in the limit is the probability that the event (which now must have an integer average) occurs no more than the mean number of times. For large $n$, the Poisson distribution is well-approximated by the normal distribution (this can be made into a precise limiting statement). The normal distribution is symmetric about its mean, so the limit of the sum is the probability that a normally distributed random variable is less than the mean of the variable, namely $\frac{1}{2}$.



No comments:

Post a Comment

real analysis - How to find $lim_{hrightarrow 0}frac{sin(ha)}{h}$

How to find $\lim_{h\rightarrow 0}\frac{\sin(ha)}{h}$ without lhopital rule? I know when I use lhopital I easy get $$ \lim_{h\rightarrow 0}...