On the first day of high school, you and your group of 10 friends have different tastes in music. 8 people in your group love The Incumbents and swear they're the best band in the world, while you and your closest associate know that The Outsiders are really the best. Every day at lunch, the group listens to songs from The Incumbents and The Outsiders.
Suppose that
Find the probability that, by the end of high school, The Outsiders are the favorite band of everyone in the group.
Give your answer to 3 decimal places.
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For convenience, denote p I → O : = p and p O → I : = q = 1 − p .
Let f ( n ) be the probability that the Outsiders "win" eventually given that they start with 1 ≤ n ≤ 9 supporters. We're looking for f ( 2 ) .
We can do what's called a "first-step analysis"; that is, we can condition on what happens in the first day. With probability p , there will be n + 1 supporters of O after the first day, and with probability q there will be n − 1 supporters of O . Thus, f ( n ) = p ⋅ f ( n + 1 ) + q ⋅ f ( n − 1 ) . The characteristic polynomial for this recurrence relation is p r 2 − r + q , and since p = 2 1 , f ( n ) = c 1 + c 2 ( p q ) n . Note that f ( 0 ) = 0 and f ( 1 0 ) = 1 , so c 2 = − c 1 = ( p q ) 1 0 − 1 1 .
Substituting in p q = 0 . 9 1 into c 1 and c 2 and evaluating f ( 2 ) gives ≈ 0 . 1 2 5 6 .
Note that we've assumed that one group will completely take over by the end of high school. This is true with a probability that is very, very close to 1. How close? What's the distribution of how many days until one group has taken over completely?
For a more computational approach, we can create a transition matrix and raise it to a large power, representing the number of days in high school.
Can you think of any fun extensions or variants to this problem?