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M Balls in N BoxesDate: 01/24/2002 at 10:07:31 From: Tanya Subject: Probability Suppose we put m balls into n boxes. What is the expected number of empty boxes?
Date: 01/24/2002 at 19:15:11
From: Doctor Anthony
Subject: Re: Probability
To avoid overcomplicated expressions with n and m I will consider
placing 10 numbered balls at random into 6 boxes.
The number of ways we could place 10 numbered balls into 6 boxes with
no restrictions is given by 6^10
We now select 1 box to leave empty (this can be done in C(6,1) = 6
ways) and then distribute the 10 balls into 5 boxes such that no box
is empty.
This can be done in T(10,5) ways where
5
T(10,5) = SUM[(-1)^k.C(5,k).(5-k)^10]
k=0
= C(5,0) x 5^10 - C(5,1) x 4^10 + C(5,2) x 3^10 - C(5,3) x 2^10
+ C(5,4) x 1^10
= 5^10 - 5 x 4^10 + 10 x 3^10 - 10 x 2^10 + 5
= 5103000
Next we remove 2 boxes (this can be done in C(6,2) = 15 ways) and
distribute the balls into the other 4 boxes.
T(10,4) = 4^10 - 4.(3^10) + 6.(2^10) - 4 = 818520
and similarly
T(10,3) = 3^10 - 3.(2^10) + 3 = 55980
T(10,2) = 2^10 - 2 = 1022
T(10,1) = 1^10 = 1
The expected number of empty boxes is
[1/6^10].[1 x 6 x 5103000 + 2 x 15 x 818520 + 3 x 20 x 55980
+ 4 x 15 x 1022 + 5 x 6 x 1]
= [1/6^10].[58593750]
= 0.96903
So we could expect just about one box to be empty after distributing
the 10 balls into 6 boxes. A general formula for m balls and n boxes
would be very complicated, so it is best to treat any problem by the
method described above.
If you wish to see the derivation of the formula for T(10,5) and other
such terms you should write in again.
- Doctor Anthony, The Math Forum
http://mathforum.org/dr.math/
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