You start with $3. Each round you flip a fair coin: heads wins $1, tails loses $1. The game ends when you reach $0 or $5. What is the probability you finish with $5?
Express as a fraction
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Let pk be the probability of reaching $5 starting from $k. We have p0=0, p5=1, and pk=21pk−1+21pk+1. This recurrence has the general solution pk=A+Bk. From p0=0: A=0. From p5=1: B=51. So p3=53.