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20122026
most citedContinuous time Gaussian process dynamical models in gene regulatory network inference

75 citations · 236 across the 75 of their papers we have counts for

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58 papers · 1 filter

math.PR2026

Lower path regularity in all dimensions

Michael Hinz, Jonas M. Tölle, Lauri Viitasaari

We prove precise almost sure lower path regularity results for a wide class of stochastic processes in all space dimensions . Examples include Gaussian processes, in parti…

math.PR2026

Error analysis for learning fractional stochastic differential equations with applications in neural approximations

Mahdi Dehshiri, Kerlyns Martinez, Lauri Viitasaari

This paper develops a framework for the error analysis in nonparametric model fitting of fractional stochastic differential equations based on discrete observations. We identify an…

math.PR2026

Smoothness of martingale observables and generalized Feynman-Kac formulas

Alex Karrila, Lauri Viitasaari

We prove that, under the Hörmander criterion on an Itô process, all its martingale observables are smooth. As a consequence, we also obtain a generalized Feynman-Kac formula provid…

math.PR2025

On fractal minimizers and potentials of occupation measures

Michael Hinz, Jonas M. Tölle, Lauri Viitasaari

We consider four prototypes of variational problems and prove the existence of fractal minimizers through the direct method in the calculus of variations. By design these minimizer…

math.PR2025

Characterization of continuous stationary fields as generalized Ornstein-Uhlenbeck fields via multi-parameter Langevin equation and multiple Riemann-Stieltjes integration

Marko Voutilainen, Pauliina Ilmonen, Lauri Viitasaari

In this article, we characterize continuous stationary fields via generalized Langevin dynamics. This gives natural connections between stationary fields, stationary increment fiel…

math.PR2025

Tanaka formula for SDEs driven by fractional Brownian motion

Tommi Sottinen, Ercan Sönmez, Lauri Viitasaari

We derive a Tanaka-type formula for the solution of a stochastic differential equation (SDE) driven by fractional Brownian motion (fBm) with Hurst parameter . Whil…

math.PR2025

Cut-off phenomenon and asymptotic mixing for multivariate general linear processes

Gerardo Barrera, Michael A. Högele, Pauliina Ilmonen +1

The small noise cut-off phenomenon in continuous time and space has been studied in the recent literature for the linear and non-linear stable Langevin dynamics with additive Lévy…

math.PR2024

On explosion time in stochastic differential equations driven by fractional Brownian motion

Johanna Garzon, Jorge A. Leon, Soledad Torres +2

In this article, we study the explosion time of the solution to autonomous stochastic differential equations driven by the fractional Brownian motion with Hurst parameter .…

math.PR2024

Variability and the existence of rough integrals with irregular coefficients

Michael Hinz, Jonas M. Tölle, Lauri Viitasaari

Within the context of rough path analysis via fractional calculus, we show how variability can be used to prove the existence of integrals with respect to Hölder continuous multipl…

math.PR2024★ 2 cited

Renormalized stochastic pressure equation with log-correlated Gaussian coefficients

Benny Avelin, Tuomo Kuusi, Patrik Nummi +3

We study periodic solutions to the following divergence-form stochastic partial differential equation with Wick-renormalized gradient on the -dimensional flat torus $\mathbb{T}^…

math.PR2024

1D stochastic pressure equation with log-correlated Gaussian coefficients

Benny Avelin, Tuomo Kuusi, Patrik Nummi +3

We study unique solvability for one dimensional stochastic pressure equation with diffusion coefficient given by the Wick exponential of log-correlated Gaussian fields. We prove we…

math.PR2023

Transfer principle for fractional Ornstein-Uhlenbeck processes

Tommi Sottinen, Lauri Viitasaari

We prove the transfer principle for fractional Ornstein-Uhlenbeck processes, i.e., we construct a Brownian motion that has the same filtration as the fractional Ornstein-Uhlenbeck…

math.PR2023

Discretisation error for stochastic integrals with respect to the fractional Brownian motion with discontinuous integrands and local times

Valentin Garino, Lauri Viitasaari

We consider equidistant Riemann approximations of stochastic integrals with respect to the fractional Brownian motion with , where is an ar…

math.PR2023

On Lamperti transformation and characterisations of discrete random fields

Marko Voutilainen, Lauri Viitasaari, Pauliina Ilmonen

In this article we characterise discrete time stationary fields by difference equations involving stationary increment fields and self-similar fields. This gives connections betwee…

math.PR2022★ 2 cited

On the existence and regularity of local times

Tommi Sottinen, Ercan Sönmez, Lauri Viitasaari

We study the existence and regularity of local times for general -dimensional stochastic processes. We give a general condition for their existence and regularity properties. To…

math.PR2022

On sharp rate of convergence for discretisation of integrals driven by fractional Brownian motions and related processes with discontinuous integrands

Ehsan Azmoodeh, Pauliina Ilmonen, Nourhan Shafik +2

We consider equidistant approximations of stochastic integrals driven by Hölder continuous Gaussian processes of order with discontinuous integrands involving bounded v…

math.PR2021★ 6 cited

Sobolev regularity of occupation measures and paths, variability and compositions

Michael Hinz, Jonas M. Tölle, Lauri Viitasaari

We prove a result on the fractional Sobolev regularity of composition of paths of low fractional Sobolev regularity with functions of bounded variation. The result relies on the no…

math.PR2021

Remarks on existence and uniqueness of the solution for stochastic partial differential equations

Benny Avelin, Lauri Viitasaari

In this article we consider existence and uniqueness of the solutions to a large class of stochastic partial differential of form , dri…

math.PR2021★ 3 cited

Long-range dependent completely correlated mixed fractional Brownian motion

Josephine Dufitinema, Foad Shokrollahi, Tommi Sottinen +1

In this paper we introduce the long-range dependent completely correlated mixed fractional Brownian motion (ccmfBm). This is a process that is driven by a mixture of Brownian motio…

math.PR2020★ 14 cited

Quantitative normal approximations for the stochastic fractional heat equation

Obayda Assaad, David Nualart, Ciprian A. Tudor +1

In this article we present a {\it quantitative} central limit theorem for the stochastic fractional heat equation driven by a a general Gaussian multiplicative noise, including the…

math.PR2020

Local times and sample path properties of the Rosenblatt process

George Kerchev, Ivan Nourdin, Eero Saksman +1

Let be the Rosenblatt process with Hurst index . We prove joint continuity for the local time of , and establish Hölder conditions for the…

math.PR2020★ 10 cited

Variability of paths and differential equations with -coefficients

Michael Hinz, Jonas M. Tölle, Lauri Viitasaari

We define compositions of Hölder paths in and functions of bounded variation under a relative condition involving the path and the gradient measure of…

math.PR2019★ 2 cited

Stochastic Differential Equations with Discontinuous Diffusions

Soledad Torres, Lauri Viitasaari

We study one-dimensional stochastic differential equations of form , where is a suitable Hölder continuous driver such as the fractional Brownian motion $B^H…

math.PR2019

Oscillating Gaussian Processes

Pauliina Ilmonen, Soledad Torres, Lauri Viitasaari

In this article we introduce and study oscillating Gaussian processes defined by , where are free parameters an…