Past exam of the mathematics course of the University of Cambridge 2004 iii Paper 30 1 c Solution Created 2026-10-03 Updated 2026-10-14
For each fixed horizon , the stipulated property is the Class D process condition on , and imposing it for every finite horizon gives a Class DL process.
First suppose is a true martingale. For every stopping time , the bounded-time optional sampling theorem givesThe conditional expectations of one integrable variable form a uniformly integrable family. To see the uniformity explicitly, put . For any , conditional Jensen and Markov inequalities giveChoose large and then large. The bound does not depend on the conditioning sigma-algebra. This proves the required uniform integrability. Bounded-time optional sampling here can also be justified directly: approximate from above by finite-grid stopping times, use discrete optional sampling with terminal value , and use this same conditional-expectation uniform integrability and right continuity to pass to the limit.
Conversely, take a localizing sequence for the local martingale. For fixed , both families and are uniformly integrable, because their times are bounded by . They converge almost surely to and , and therefore converge in . The stopped martingale identitypasses to the limit by contractivity of conditional expectation. Thus , and all time values are integrable. Hence a local martingale is a true martingale exactly when it is of Class DL. This is a finite-horizon criterion, not a claim of uniform integrability over all times simultaneously.
Past exam of the mathematics course of the University of Cambridge 2007 iii Paper 36 1 a Solution Created 2026-10-03 Updated 2026-10-14
Take a complete, right-continuous filtration , an increasing family of sigma-algebras. Adapted means that is -measurable at each ; càdlàg means right-continuous with left limits. A local martingale is an adapted càdlàg process , with integrable initial value, for which there are stopping times almost surely such that each stopped process is a true martingale. Such a sequence is a localizing sequence. A true martingale is integrable at each time and satisfies for .
The necessary and sufficient condition is that is a Class DL process:A family is uniformly integrable if its members are integrable and as . A stopping time satisfies for all .
For necessity, on the optional stopping theorem gives ; conditional expectations of one integrable variable form a uniformly integrable family. For sufficiency, almost surely, and Class DL upgrades this convergence to on each finite horizon. Pass to the limit in to obtain the martingale identity. Requiring uniform integrability of all times on the entire half-line would be stronger than necessary; Brownian motion is already a counterexample to that stronger requirement.