Solution

ID: past-exam-of-the-probability-statistics-and-options-ii-course-of-the-university-of-oxford/2009/m/m5/a/i/solution

For , condition on the first step. The Markov property makes the chance of eventual entry after reaching equal to , including when . Total probability gives
The countable sum is justified by its nonnegative terms. This first-step identity alone need not uniquely determine a hitting probability on an infinite state space; one must choose the minimal nonnegative solution or supply the appropriate boundary behavior.

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