Binomial Distribution Probability

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Homework Help Overview

The discussion revolves around a limit involving a binomial distribution, specifically examining the expression a(m,k) related to the probability P(X = m + k) for a binomial random variable X with parameters B(1/2, n), where n = 2m. Participants are tasked with showing that the limit of a(m,k)^2 approaches e^{-k^2} as m approaches infinity.

Discussion Character

  • Exploratory, Assumption checking, Mathematical reasoning

Approaches and Questions Raised

  • Participants discuss their derivations of a(m,k) and its simplifications, questioning the correctness of their results. They explore specific cases, such as k=3, and examine the implications of their findings on the limit. There is uncertainty regarding the relationship between their individual results and the expected limit.

Discussion Status

The discussion is ongoing, with participants sharing their calculations and expressing confusion about the limit's expected outcome. Some have suggested that their results align, but they are unsure if they are interpreting the problem correctly. There is a recognition that further clarification may be needed from an instructor.

Contextual Notes

Participants are working under the constraints of a homework assignment, which may limit the information they can use or the methods they can apply. There is an emphasis on verifying the problem statement and ensuring that their interpretations are accurate.

azdang
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Let X be a Binomial B(\frac{1}{2},n), where n=2m.

Let a(m,k) = \frac{4^m}{(\stackrel{2m}{m})}P(X = m + k).

Show that lim_{m->\infty}(a(m,k))^2 = e^{-k^2}.

So far, I've found that P(X = m+k) = (\stackrel{2m}{m+k}) \frac{1}{4^m}

Then, a(m,k)=\frac{m!m!}{(m+k)!(m-k)!}.

But I have no idea how to show that the limit of a^2 will be equal to e^{-k^2}.

I think my work up to that point seems okay. I got things to cancel out, so that is usually a good sign. Any hints? Thank you!
 
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I got what you got, and this is not a good sign. If we are correct, then look at the k=3 case.

a(m,3) simplifies to \frac{m(m-1)(m-2)}{(m+3)(m+2)(m+1)} and the limit is 1 as m approaches infinity.
 
Well, we are looking for the limit of a^2. Does that make a difference?

Also, you said you got the same thing as me, but I'm a little confused how what you wrote (even though I know it's for the specific k=3 case) is the same as what I got. I'll look at it again to see if I can see the connection, but maybe what I got for a was wrong?
 
a(m,3)=\frac{m!m!}{(m+3)!(m-3)!}=\frac{m!\cdot m(m-1)(m-2)(m-3)!}{(m+3)(m+2)(m+1)m!\cdot (m-3)!}<br /> =\frac{m(m-1)(m-2)}{(m+3)(m+2)(m+1)}

and

\lim_{m\to\infty}a(m,3)^2=\left(\lim_{m\to\infty}a(m,3)\right)^2=1^2=1



I think you should check if the problem is stated correctly. I get the same thing as you did for a(m,k) every time I check.
 
Yep, that's definitely what the problem says so, I'm not sure.

What you've shown definitely seems right and I'm assuming it works for other cases when k is something else, as well. I'll check it out and ask my teacher about it if need be. Thanks!
 

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