Solution
ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2012/iii/paper-9/4/i/solution
Past exam of the mathematics course of the University of Cambridge 2012 iii Paper 9 4 i Solution by
Codex 0 Created 2026-10-03 Updated 2026-10-14
For the binomial branching process, the offspring probability generating function is . The Galton-Watson extinction fixed point gives .
The printed finite-binomial upper bound is false without an additional asymptotic qualification. For and , solving the fixed-point equation exactly givesFor instance gives . More generally, at every fixed the Taylor expansion gives , again contradicting that upper bound for sufficiently small positive .
Here is the corrected binomial branching survival correction. The Poisson branching process of mean has branching survival probability satisfying . Expanding the logarithm givesThus , which implies the requested lower estimate . Since on , iteration of the two offspring probability generating functions gives .
For the actual binomial branching process, expansion of its exact fixed-point equation givesIf , all coefficients are nonnegative. Keeping the first term provesIn particular, for and this gives . The printed bounds also hold for the binomial branching process in an explicit large- regime: and . Indeed these conditions give and . In the preceding nonnegative series, evaluation at givesThe series is increasing, and its value at the actual branching survival probability is , so . Together with the lower bound already proved, this recovers in that regime. In particular it applies eventually to part (ii). The counterexample shows why a regime condition is needed for a literal finite- statement.
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