Binomial Distribution Probability

Click For Summary
SUMMARY

The discussion revolves around the limit of the function a(m,k) defined as a(m,k) = (4^m / (C(2m, m+k))) P(X = m + k) for a Binomial distribution B(1/2, n) where n = 2m. Participants confirm that a(m,3) simplifies to (m(m-1)(m-2)) / ((m+3)(m+2)(m+1)), leading to the conclusion that lim_{m->∞} (a(m,3))^2 = 1. The participants express uncertainty about the correctness of their calculations and the problem statement, but agree on the limit behavior as m approaches infinity.

PREREQUISITES
  • Understanding of Binomial Distribution and its properties
  • Familiarity with combinatorial notation (e.g., C(n, k))
  • Knowledge of limits and asymptotic analysis
  • Basic factorial manipulation and simplification techniques
NEXT STEPS
  • Study the properties of Binomial distributions, specifically B(1/2, n)
  • Learn about asymptotic behavior in probability theory
  • Explore combinatorial identities and their applications in probability
  • Investigate the Central Limit Theorem and its relation to Binomial distributions
USEFUL FOR

Mathematicians, statisticians, and students studying probability theory, particularly those interested in Binomial distributions and limit behaviors.

azdang
Messages
80
Reaction score
0
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!
 
Physics news on Phys.org
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!
 

Similar threads

  • · Replies 4 ·
Replies
4
Views
1K
  • · Replies 3 ·
Replies
3
Views
1K
  • · Replies 6 ·
Replies
6
Views
2K
Replies
12
Views
2K
  • · Replies 14 ·
Replies
14
Views
3K
  • · Replies 17 ·
Replies
17
Views
2K
Replies
8
Views
1K
Replies
2
Views
1K
  • · Replies 5 ·
Replies
5
Views
1K
  • · Replies 7 ·
Replies
7
Views
2K