Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 202 4 d Solution Created 2026-10-03 Updated 2026-10-05
Under the corrected hypothesis, is a continuous local martingale with , , and almost surely. The Dambis-Dubins-Schwarz theorem states that, for such a process,defines a standard Brownian motion relative to the filtration , and . The divergence of the quadratic variation ensures every is finite, so no extension of the probability space is needed. Here is continuous and strictly increasing because its derivative is , so the inverse is particularly straightforward. Consequently,The constructed Brownian motion need not be independent of its random clock. Under the literal PDF assumptions need not be a local martingale, as the counterexample in part (a) shows, so this Dambis-Dubins-Schwarz theorem conclusion cannot be asserted without the correction.
Past exam of the mathematics course of the University of Cambridge 2017 iii Paper 203 4 d Solution Created 2026-10-03 Updated 2026-10-05
Before the Loewner swallowing time , put and . The Itô formula applied to the holomorphic logarithm in the complex upper half-plane givesTaking imaginary parts yields the SLE angle processFor the drift vanishes, sois a continuous local martingale. Since , every localized stopped version is a bounded true martingale. After resolving the lifetime issue below, the dominated convergence theorem applied to conditional expectations removes localization and gives a true bounded martingale.
For completeness, there is no finite lifetime ambiguity for a fixed interior in this parameter range. The preceding Bessel process and Conformal Markov property of SLE argument gives a simple trace staying in the interior, so no point is swallowed in a disconnected pocket. If were finite, the trace would have to reach , forcing the Loewner conformal radius to tend to zero by the Koebe quarter theorem. ButThe Dambis-Dubins-Schwarz theorem says that a bounded continuous local martingale cannot have infinite quadratic variation before a finite terminal time: that would require a Brownian motion to stay in a bounded interval for all clock times. Therefore cannot tend to zero at a finite , a contradiction. Thus almost surely for each fixed . This proves the SLE4 angle martingale assertion: the angle is a bounded continuous martingale. In particular . The upper-half-plane branch of the argument is used throughout.
Past exam of the mathematics course of the University of Cambridge 2019 iii Paper 202 1 1 2 Solution 2026-10-03
Put . It is continuous and tends to infinity almost surely, so . Define the right-continuous inverse andThe time-change theorem for local martingales shows that is a continuous local martingale in the time-changed filtration, andFor completeness, this proves the required case of the Dambis-Dubins-Schwarz theorem: for every , Itô formula makes a local martingale; stopping and conditioning show that has conditional characteristic function . Hence the increments are independent centered normal variables with the Brownian variances, and continuity makes a Brownian motion. ConsequentlyThus is centered Gaussian with variance .
Past exam of the mathematics course of the University of Cambridge 2021 iii Paper 202 4 b Solution 2026-09-28
The Dambis-Dubins-Schwarz theorem says that there is Brownian motion such thatWhen is strictly increasing, define its inverseand set . Optional sampling shows that is a continuous local martingale, while time change gives . The Lévy characterization of Brownian motion makes Brownian, and inverse time change gives the displayed representation.
Past exam of the mathematics course of the University of Cambridge 2021 iii Paper 220 4 c Solution 2026-09-28
With the notation supplied in the question, and . The Itô formula and giveFor , the drift vanishes. The resulting continuous local martingale has quadratic variationIf is the usual half-plane-capacity time, then . The Dambis-Dubins-Schwarz theorem therefore givesfor a standard Brownian motion . The mapped hulls are consequently an , which proves locality.
Past exam of the mathematics course of the University of Cambridge 2023 iii Paper 202 3 d Solution 2026-09-28
Put and use the Dambis-Dubins-Schwarz theorem to write , enlarging the space if necessary after the terminal clock value. In the time-changed filtration, is a stopping time. For , let . Applying part c with givesOn , the first integrand is at most . The assumed Novikov condition therefore impliesas , uniformly for . Meanwhile , so the monotone convergence theorem gives . A nonnegative local martingale with constant expectation is a martingale. Thus is a martingale, proving the Novikov condition.
Past exam of the mathematics course of the University of Cambridge 2023 iii Paper 202 4 c Solution Created 2026-09-28 Updated 2026-10-03
Let and . By the Dambis-Dubins-Schwarz theorem, is Brownian motion. Setting and using transforms the decomposition in part b intoComparison with the Bessel process equation givesThus an exponential Brownian motion with drift becomes a Bessel process under its quadratic-variation time change; this is an Exponential Brownian-to-Bessel time change.
Past exam of the mathematics course of the University of Cambridge 2023 iii Paper 202 4 e Solution 2026-09-28
For , the Itô formula and the Bessel equation giveUse the clockand its inverse. The Dambis-Dubins-Schwarz theorem turns the first term into Brownian motion, while division of the drift by the clock rate givesHence is a Bessel process of dimensionThis is the Power time change of a Bessel process.
Past exam of the mathematics course of the University of Cambridge 2023 iii Paper 202 5 c Solution 2026-09-28
Because , its indefinite integral is bounded, so is bounded above and away from zero. Hence extends continuously and strictly increasingly to . The quadratic-variation clock of iswhose rate is bounded above and away from zero before exit. The Dambis-Dubins-Schwarz theorem therefore identifies , up to an equivalent time change, with Brownian motion in the bounded interval ; in particular, almost surely.
The bounded stopped local martingale is a martingale. If , the optional sampling theorem givesThereforeThis is the boundary hitting probability from a diffusion scale function.
Past exam of the mathematics course of the University of Cambridge 2023 iii Paper 203 2 c i Solution 2026-09-28
For , the Chordal Loewner equation and givePut . The common Brownian term cancels, soThe Itô formula applied to givesSincethe clock and its inverse turn the local-martingale term into Brownian motion by the Dambis-Dubins-Schwarz theorem. ThereforeThis is the SLE boundary-point logarithmic separation diffusion.
Past exam of the mathematics course of the University of Cambridge 2024 iii Paper 202 1 b ii Solution Created 2026-09-24 Updated 2026-10-03
Set . Its quadratic variation is , which is continuous and tends to infinity almost surely by assumption. The stated stopping time is the inverse clock at level one, so . The Dambis-Dubins-Schwarz theorem gives
Past exam of the mathematics course of the University of Cambridge 2024 iii Paper 202 1 b i Solution Created 2026-09-24 Updated 2026-09-25
The Dambis-Dubins-Schwarz theorem states that if is a continuous local martingale with and , then, forthe process is a standard Brownian motion and . If , one obtains the same representation after enlarging the probability space and continuing independently beyond .
Past exam of the mathematics course of the University of Cambridge 2024 iii Paper 202 3 c Solution Created 2026-09-24 Updated 2026-10-03
True. The Dambis-Dubins-Schwarz theorem, with an independent continuation of the Brownian motion if is bounded, representsBecause is deterministic, every finite vector is a finite vector of a Brownian motion at deterministic times and therefore has a multivariate normal distribution. Hence is a Gaussian process. This is the deterministic quadratic variation characterizes a Gaussian continuous local martingale result.
SLE4 angle martingale Created 2026-10-05 Updated 2026-10-06
For a fixed interior point and parameter four, the SLE angle process has zero drift and satisfies . Its values in make this continuous local martingale a true bounded martingale. The identity , together with the Dambis-Dubins-Schwarz theorem, prevents its Loewner conformal radius from vanishing at a finite lifetime. Since the parameter-four trace is simple and does not meet the real boundary at positive times, finite swallowing would require a visit to the point and vanishing radius. Thus its Loewner swallowing time is infinite almost surely. This gives a global continuous bounded martingale, not just one defined before swallowing.
SLE boundary-point logarithmic separation diffusion Created 2026-09-28 Updated 2026-10-07
For two boundary points , let and set . After the clock , the Dambis-Dubins-Schwarz theorem givesThis one-dimensional diffusion process compares the swallowing times of nearby boundary points.
Target-change locality of SLE6 Created 2026-10-06 Updated 2026-10-14
Changing the target boundary point by a conformal automorphism of the upper half-plane preserves the local chordal SLE law at parameter six, up to a capacity time change and until the relevant boundary point is swallowed. The transformed SLE driving function has zero drift at six; the Dambis-Dubins-Schwarz theorem makes it Brownian in image capacity time.