67) E- At all times, an urn contains N balls --- some white ballsand some black
ID: 2953262 • Letter: 6
Question
67) E- At all times, an urn contains N balls --- some white ballsand some black balls. At each state, a coin havingprobability p, 0< p < 1, of landing heads is flipped. If heads appears, then a ball is chosen at random from the urn andis replaced by a white ball; if tails appears, then a ball ischosen from the urn and is replaced by a black ball. LetXn denote the number of white balls in the urn after thenth stage.If p=1, what is the expected time until there are only white ballsin the urn if initially there are i white and N-i black?
Explanation / Answer
This is a chain.
Since p = 1 each time we replace the ball only with whiteball.
Let us write the expected number of white ball in aftern+1 draws as a function of Xn and N.
Probability of drawing a while ball from Xn while ball and totalN balls is Xn/N. When we draw a while ball number ofwhite balls remains same when we draw a black ball number of whiteballs will increase by 1.
So E(Xn+1) = Xn *(Xn/N)+(Xn + 1)(1- Xn/N )
E(X2 ) = 1- i/N
E(X3) = 1- (1-i/N)/N = 1-1/N+i/N2
E(X4) = 1- (1-1/N+ i/N3)/N
Therefore E(Xn) =1-1/N+1/N2-1/N3 + ----+/-(1-)n+1*i/Nn-1
We need to write this as a sum of three terms to be able tosolve this.
First we know that 1-1/N+1/N2- ….. sum ofinfinite series = 1/(1-1/N) = N/(N-1) .
We write E(Xn) =1-1/N+1/N2-1/N3 +----+(-1)n-2*1/Nn-2+(1-)n-1*i/Nn-1
= (1-1/N+1/N2-1/N3 +----+(-1)n-2*1/Nn-2……….Sum of infinite series) –((-1)n-2*1/Nn-2+………..sum of infinite series)+(1-)n-1*i/Nn-1
= N/(N-1) + ((-1)n-2*1/Nn-2 )*(N/N-1) + (1-)n-1*i/Nn-1
Now that E(Xn) = 0
ð N/(N-1) + ((-1)n-2*1/Nn-2 ) *(N/N-1) +(1-)n-1*i/Nn-1 = 0
Let us solve it in two cases case 1: n is odd
ð N/(N-1) –N3-n/(N-1)+i/ Nn-1 = 0
ð N/(N-1) +i/ Nn-1 = N3-n/(N-1)
This has no solution for N becausel.h.s >1(because first term >1 and second term is positiveterm) and R.H.S is <1 for all N>2. And not defined for N=1 .So n must be even.
Now if n is even
ð N/(N-1) + ((-1)n-2*1/Nn-2 ) *(N/N-1) +(1-)n-1*i/Nn-1 = 0
ð N/(N-1)+N3-n/(N-1)= i/ Nn-1
ð Nn+N2=i(N-1)
ð Nn = i(N-1) - N2
Taking ln on both sides
ð ,nln(N) = ln(i(N-1) - N2 )
So n = ln(i(N-1) - N2 )ln(N)
Hope this helps you. Feel free to ask for anyclarifications.
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