In: Statistics and Probability
An urn is filled with balls, each numbered n = 0, 1, or 2. The average of n is <n> = 2/7. Calculate the probabilities p0, p1, p2, which yields the maximum uncertainty. find the expectation value, based these probabilities, of <n3> - 2<n>.
Solution:
Let us first calculate the expected value of n and is as follows
<n>=p0*0+p1*1+p2*2
=p1+2p2
But the average of n is <n> = 2/7.
So, p1+2p2=2/7-----------------------------------1
This is one of the constraints for maximizing the uncertainty function.
We know p0+p1+p2=1, this is the second constraints.---------------------------2
Using these we have, S'=S/C-(p1+2p2-2/7)-(p0+p1+p2-1)
By taking derivative with respect to and and then equating it to zero, we have
Log p0+1- =0-----------------3
Log p1+1- - =0-------------------4
Log p2+1-2 - =0-------------------------5
By solving equation 1,2 3,4 anf 5, we have p0=15/21 , p1=4/21 and p2=1/21
Now we can find <n3> - 2<n>=p0*0+p1*13 +p2*23-2<n>
=p1+8 p2-2(2/7)
=(4/21)+8(1/21)-(4/7)=0