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Old May30-09, 11:16 AM       Last edited by Gerenuk; May30-09 at 11:41 AM..            #1
Gerenuk

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Prob. for average value or less in binomial distribution?

Hello!
Is there a closed form expression or a good estimate for the probability that a binomial distribution yield the average np or less. Basically I'm asking for a good way to evaluate
LaTeX Code: <BR>P=\\sum_{k=0}^{np} \\begin{pmatrix} n\\\\ k<BR>\\end{pmatrix} p^k(1-p)^{n-k}<BR>

I just figured that for the simplified case LaTeX Code: p=\\frac{1}{n} this probability converges to 63% for large n. What about more general cases?
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Old May30-09, 07:17 PM                  #2
mathman
 
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Re: Prob. for average value or less in binomial distribution?

There is no closed form expression for Prob. (other than the exact formula). However for large n, the binomial can be approximated by the normal distribution when p is fixed. In the case you are describing (np fixed), the Poisson distribution is a good approximation.
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Old May30-09, 09:14 PM                  #3
mXSCNT

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Re: Prob. for average value or less in binomial distribution?

For the simplified case of p=1/n, your sum goes to 2/e (about 73%) as n->infty.
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Old May30-09, 09:21 PM       Last edited by Gerenuk; May30-09 at 09:29 PM..            #4
Gerenuk

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Re: Prob. for average value or less in binomial distribution?

Originally Posted by mathman View Post
There is no closed form expression for Prob. (other than the exact formula). However for large n, the binomial can be approximated by the normal distribution when p is fixed. In the case you are describing (np fixed), the Poisson distribution is a good approximation.
Unfortunately using the normal distribution yields 50%, which is not true when the discrete character isn't lost. For Poisson I'm not sure where to put in my 2 variables n and p :(

Btw, this problem I thought of when trying to think of how likely a "statistical statement" would be. With the odds 1:N for example you can be 63% (LaTeX Code: 1-e^{-1} ) sure that at least 1 of a N people is "positive".
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Old May31-09, 01:43 PM                  #5
Enuma_Elish

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Re: Prob. for average value or less in binomial distribution?

For Poisson I'm not sure where to put in my 2 variables n and p
Mean(Poisson) = np.
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