Math 2.0

Probability theory and stochastic processes Definition

Rough path

Builds on Hölder continuityTensor product of vector spacesWiener processItô calculus

Definition

Let T>0T > 0, let d≥1d \ge 1, and let α∈(1/3,1/2]\alpha \in (1/3, 1/2]. For a path X ⁣:[0,T]→ℝdX \colon [0, T] \to \R^d write Xs,t=Xt−XsX_{s,t} = X_t - X_s. An α\alpha-Hölder rough path on [0,T][0, T] with values in ℝd\R^d is a pair (X,𝕏)(X, \mathbb{X}) of a path X ⁣:[0,T]→ℝdX \colon [0, T] \to \R^d and a map 𝕏 ⁣:[0,T]2→ℝd⊗ℝd\mathbb{X} \colon [0, T]^2 \to \R^d \otimes \R^d such that:

  1. (Chen's relation) 𝕏s,t−𝕏s,u−𝕏u,t=Xs,u⊗Xu,t\mathbb{X}_{s,t} - \mathbb{X}_{s,u} - \mathbb{X}_{u,t} = X_{s,u} \otimes X_{u,t} for all s,u,t∈[0,T]s, u, t \in [0, T];
  2. sup⁡s≠t∣Xs,t∣/∣t−s∣α<∞\sup_{s \ne t} \abs{X_{s,t}} / \abs{t - s}^{\alpha} < \infty;
  3. sup⁡s≠t∣𝕏s,t∣/∣t−s∣2α<∞\sup_{s \ne t} \abs{\mathbb{X}_{s,t}} / \abs{t - s}^{2\alpha} < \infty.

Here ⊗\otimes is the tensor product, and ℝd⊗ℝd\R^d \otimes \R^d is identified with the d×dd \times d matrices.

Remarks

The map 𝕏s,t\mathbb{X}_{s,t} stands for the iterated integral ∫stXs,r⊗dXr\int_s^t X_{s,r} \otimes dX_r. Clause 2 says that XX is Hölder continuous with exponent α\alpha. Example: for a continuously differentiable path XX, set 𝕏s,t=∫stXs,r⊗X˙r dr\mathbb{X}_{s,t} = \int_s^t X_{s,r} \otimes \dot{X}_r \, dr. Splitting ∫st\int_s^t at uu and writing Xs,r=Xs,u+Xu,rX_{s,r} = X_{s,u} + X_{u,r} for r≥ur \ge u gives Chen's relation, and clauses 2 and 3 hold with exponents 11 and 22. Example: for a Brownian motion BB, the Itô integrals 𝔹s,t=∫stBs,r⊗dBr\mathbb{B}_{s,t} = \int_s^t B_{s,r} \otimes dB_r give a rough path almost surely, for each α∈(1/3,1/2)\alpha \in (1/3, 1/2). Non-example: a smooth path XX with 𝕏=0\mathbb{X} = 0 fails Chen's relation when Xs,u⊗Xu,t≠0X_{s,u} \otimes X_{u,t} \ne 0. The second level is not determined by XX: if g ⁣:[0,T]→ℝd⊗ℝdg \colon [0, T] \to \R^d \otimes \R^d is 2α2\alpha-Hölder, then 𝕏s,t+gt−gs\mathbb{X}_{s,t} + g_t - g_s also satisfies the three clauses.

Reading path

To understand this page from the ground up, read these 5 pages in order. The foundations come first.

Show the path as a graph
Each page uses the pages above it. The colour of the bar on a box shows how strong the evidence is, and the box also gives it as text. The list has the same pages.
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  1. Hölder continuity concept
  2. Itô calculus concept
  3. Tensor product of vector spaces concept
  4. Wiener process concept
  5. Rough path definition

Further reading

  1. Web https://en.wikipedia.org/wiki/Rough_path
About this page
Tag6D10WYZR4F
URIm2://6D10WYZR4F
Kinddefinition
WritingW0 stub
MSC60L20
DefinesRough path
UsesHölder continuity, Tensor product of vector spaces, Wiener process, Itô calculus
Changed2 November 2026

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