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We introduce a notion of rough paths on embedded submanifolds and demonstrate that this class of rough paths is natural. On the way we develop a notion of rough integration and an efficient and intrinsic theory of rough differential…

概率论 · 数学 2017-05-17 Thomas Cass , Bruce K. Driver , Christian Litterer

We develop the structure theory for transformations of weakly geometric rough paths of bounded $1 < p$-variation and their controlled paths. Our approach differs from existing approaches as it does not rely on smooth approximations. We…

经典分析与常微分方程 · 数学 2022-09-01 Thomas Cass , Bruce K. Driver , Christian Litterer , Emilio Ferrucci

Iterated integrals of paths arise frequently in the study of the Taylor's expansion for controlled differential equations. We will prove a factorial decay estimate, conjectured by M. Gubinelli, for the iterated integrals of non-geometric…

概率论 · 数学 2017-10-02 Horatio Boedihardjo

Rough paths theory allows for a pathwise theory of solutions to differential equations driven by highly irregular signals. The fundamental observation of rough paths theory is that if one can define "iterated integrals" above a signal, then…

动力系统 · 数学 2024-04-08 Francesco Cellarosi , Zachary Selk

We provide a unified analytic approach to study stationary states of controlled differential equations driven by rough paths, using the framework of random dynamical systems and random attractors. Part I deals with driving paths of finite…

概率论 · 数学 2020-07-14 Luu Hoang Duc , Phan Thanh Hong

We continue the approach in Part I \cite{duchong19} to study stationary states of controlled differential equations driven by rough paths, using the framework of random dynamical systems and random attractors. Part II deals with driving…

概率论 · 数学 2020-07-29 Luu Hoang Duc

Signature, lying at the heart of rough path theory, is a central tool for analysing controlled differential equations driven by irregular paths. Recently it has also found extensive applications in machine learning and data science as a…

机器学习 · 计算机科学 2024-09-10 Hang Lou , Siran Li , Hao Ni

The stack of iterated integrals of a path is embedded in a larger algebraic structure where iterated integrals are indexed by decorated rooted trees and where an extended Chen's multiplicative property involves the D\"urr-Connes-Kreimer…

经典分析与常微分方程 · 数学 2007-05-23 M. Gubinelli

Rough path theory is focused on capturing and making precise the interactions between highly oscillatory and non-linear systems. It draws on the analysis of LC Young and the geometric algebra of KT Chen. The concepts and the uniform…

概率论 · 数学 2014-05-20 Terry Lyons

In the performance analyses of wireless networks, asymptotic quantities and properties often pro- vide useful results and insights. The asymptotic analyses become especially important when complete analytical expressions of the performance…

信息论 · 计算机科学 2016-11-16 Anjin Guo , Martin Haenggi , Radha Krishna Ganti

We formulate indefinite integration with respect to an irregular function as an algebraic problem and provide a criterion for the existence and uniqueness of a solution. This allows us to define a good notion of integral with respect to…

概率论 · 数学 2007-05-23 Massimiliano Gubinelli

In this note we prove bounds on the upper and lower probability tails of sums of independent geometric or exponentially distributed random variables. We also prove negative results showing that our established tail bounds are asymptotically…

统计理论 · 数学 2019-02-11 Yaonan Jin , Yingkai Li , Yining Wang , Yuan Zhou

Using rough path theory, we provide a pathwise foundation for stochastic It\^o integration, which covers most commonly applied trading strategies and mathematical models of financial markets, including those under Knightian uncertainty. To…

概率论 · 数学 2024-01-04 Andrew L. Allan , Chong Liu , David J. Prömel

We prove an extension to the classical continuity theorem in rough paths. We show that two $p$-rough paths are close in all levels of iterated integrals provided the first $\lfl p \rfl$ terms are close in a uniform sense. Applications…

概率论 · 数学 2013-11-06 Terry Lyons , Weijun Xu

Using truncated variation techniques we obtain an improved version of the Loeve-Young inequality for the Riemann-Stieltjes integrals driven by rough paths. This allowed us to strenghten some result on the existence of solutions of integral…

泛函分析 · 数学 2014-09-16 Rafał M. Łochowski

The classical tail dependence coefficient (TDC) may fail to capture non-exchangeable features of tail dependence due to its restrictive focus on the diagonal of the underlying copula. To address this limitation, the framework of path-based…

风险管理 · 定量金融 2026-04-08 Takaaki Koike , Marius Hofert , Haruki Tsunekawa

We provide a theory of manifold-valued rough paths of bounded 3 > p-variation, which we do not assume to be geometric. Rough paths are defined in charts, and coordinate-free (but connection-dependent) definitions of the rough integral of…

经典分析与常微分方程 · 数学 2022-09-01 John Armstrong , Damiano Brigo , Thomas Cass , Emilio Ferrucci

This article introduces a non-parametric information-theoretic approach to inference about the tail of a continuous or a discrete distribution. Leveraging a new concept named tail profile -- a set of information-theoretic quantities…

应用统计 · 统计学 2025-03-19 Jialin Zhang , Zhiyi Zhang

The theory of rough paths arose from a desire to establish continuity properties of ordinary differential equations involving terms of low regularity. While essentially an analytic theory, its main motivation and applications are in…

经典分析与常微分方程 · 数学 2025-01-28 Ilya Chevyrev

The symmetries of paths in a manifold $M$ are classified with respect to a given pointwise proper action of a Lie group $G$ on $M$. Here, paths are embeddings of a compact interval into $M$. There are at least two types of symmetries:…

数学物理 · 物理学 2015-03-24 Christian Fleischhack
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