Solution
ID: past-exam-of-the-mathematics-course-of-the-university-of-cambridge/2014/iii/paper-27/2/a/solution
Past exam of the mathematics course of the University of Cambridge 2014 iii Paper 27 2 a Solution by
Codex 0 Created 2026-10-03 Updated 2026-10-06
Let , and first suppose almost surely in addition to strict increase. The Dambis-Dubins-Schwarz theorem says thatdefine a Brownian motion in the time-changed filtration and giveEach is a stopping time and is finite. Continuity and strict increase of make continuous, and .
Here are the martingale details behind this inverse-clock proof of the Dambis-Dubins-Schwarz theorem. Stopping a continuous local martingale when its bracket reaches makes it an L2-bounded continuous martingale. This follows from the stopped Itô isometry or from the estimate proved in Question 1(a), applied after localization. In particular it is uniformly integrable, and optional sampling is valid even at an unbounded stopping time by taking limits. Applying this to stopped at shows that is a martingale. Thus is a continuous local martingale. Time-changing in the same way shows is a local martingale, so .
For completeness, the Lévy characterization of Brownian motion follows directly from the Itô formula. If a continuous local martingale , starting at zero, has bracket , thenis a complex local martingale. Its modulus is bounded on each deterministic finite horizon, so it is a true martingale there. ConsequentlyConditional characteristic functions give Gaussian increments independent of the past. Iterating this identity gives independent increments, and continuity completes the Brownian characterization. The identical vector argument proves the Lévy characterization of multidimensional Brownian motion when the bracket matrix is .
The printed strict-increase hypothesis does not imply . For example, has strictly increasing bracket . To state the theorem under exactly the printed hypothesis, allow an independent enlargement of the probability space if the terminal clock can be finite.
On the martingale has a finite terminal limit. Indeed, stopping at each bracket level gives an L2-bounded continuous martingale which converges; on the stopped process is the original one. This proves the finite-bracket convergence lemma. Set when and continue by that terminal limit. The optional-sampling argument just given makes a continuous local martingale with bracket . Moreover is a stopping time in .
On a product extension add an independent Brownian motion in clock time, and putThe two summands have zero quadratic covariation, and their brackets are and . Thus ; the proved characterization makes Brownian. Since at every finite when is finite, still holds. This is the finite-lifetime extension of the Dambis-Dubins-Schwarz theorem. An infinite clock gives Brownian motion on the original space; a finite clock may require the independent extension.
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