Constructing general rough differential equations through flow approximations
Antoine Lejay (IECL, PASTA)

TL;DR
This paper develops a unified framework for constructing rough differential equations using flow approximations, extending the theory with algebraic structures and introducing aromatic rough paths.
Contribution
It introduces a novel algebraic approach to rough differential equations, including high-order expansions and a new class of aromatic rough paths.
Findings
Unified framework for rough differential equations via flow approximations
Extension of rough path theory to aromatic rough paths
High-order expansion results for various driving signals
Abstract
The non-linear sewing lemma constructs flows of rough differential equations from a braod class of approximations called almost flows. We consider a class of almost flows that could be approximated by solutions of ordinary differential equations, in the spirit of the backward error analysis. Mixing algebra and analysis, a Taylor formula with remainder and a composition formula are central in the expansion analysis. With a suitable algebraic structure on the non-smooth vector fields to be integrated, we recover in a single framework several results regarding high-order expansions for various kind of driving paths. We also extend the notion of driving rough path. We also introduce as an example a new family of branched rough paths, called aromatic rough paths modeled after aromatic Butcher series.
Peer Reviews
No public reviews on file for this paper yet. If you reviewed it on a platform where reviews are public (OpenReview, ICLR, NeurIPS, ICML), you can paste yours below so the community can read it here.
Videos
No videos yet. Explain this paper in a talk, walkthrough, or lecture? Add one.
Taxonomy
TopicsMathematical Dynamics and Fractals · Advanced Numerical Analysis Techniques · Polynomial and algebraic computation
