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15 votes
I cannot crack this one, somebody please assist me

I cannot crack this one, somebody please assist me-example-1
User Rares Dima
by
2.6k points

1 Answer

14 votes
14 votes

These
N outcomes make up the entire sample space, so


\displaystyle \sum_(k=1)^N P(e_k) = P(e_1) + P(e_2) + P(e_3) + \cdots + P(e_N) = 1

We're given that
P(e_(j+1)) = 2 P(e_j) for all
j\in\{1,2,\ldots,N-1\}, so


P(e_1) + 2 P(e_1) + 2^2 P(e_1) + \cdots + 2^(N-1) P(e_1) = 1 \\\\ \implies P(e_1) = \frac1{1 + 2 + 2^2 + \cdots + 2^(N-1)} = \frac1{2^N - 1}

Then we can solve the recurrence relation to get the probability of the
j-th outcome,


P(e_(j+1)) = 2 P(e_j) = 2^2 P(e_(j-1)) = 2^3 P(e_(j-2)) = \cdots \\\\ \implies P(e_(j+1)) = 2^j P(e_1) \\\\ \implies P(e_j) = 2^(j-1) P(e_1) = (2^(j-1))/(2^N - 1)

The probability of getting this sequence of
k outcomes is then


\displaystyle P(E_k) = P(e_1) + P(e_2) + \cdots + P(e_k) = \sum_(j=1)^k (2^(j-1))/(2^N-1) = (2^k-1)/(2^N-1)

as required.

Some preliminary results: If
S is the sum of the first
n terms of a geometric series with first term
a and common ratio
r, then


S = a + ar + ar^2 + \cdots + ar^(n-1)


\implies rS = ar + ar^2 + ar^3 + \cdots + ar^n


\implies S - rS = a(1 - r^n)


\implies S = (a(1 - r^n))/(1 - r)

which gives us, for instance,


1 + 2 + 2^2 + \cdots + 2^(N-1) = (1 - 2^N)/(1 - 2) = 2^N-1

User Amateur Barista
by
3.0k points
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