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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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Showing 2019 · math.PRShow all

7 papers · 2 filters

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…

math.PR2019★ 4 cited

On the regularity of complex multiplicative chaos

Janne Junnila, Eero Saksman, Lauri Viitasaari

Denote by the Gaussian multiplicative chaos which is defined using a log-correlated Gaussian field on a domain . The case $β\in\mathbb{R}…

math.PR2019

Stochastic differential equations with noise perturbations and Wong-Zakai approximation of fractional Brownian motion

Lauri Viitasaari, Caibin Zeng

In this article we study effects that small perturbations in the noise have to the solution of differential equations driven by Hölder continuous functions of order . As…

math.PR2019

Prediction Law of Mixed Gaussian Volterra Processes

Tommi Sottinen, Lauri Viitasaari

We study the regular conditional law of mixed Gaussian Volterra processes under the influence of model disturbances. More precisely, we study prediction of Gaussian Volterra proces…

math.PR2019

Integration-by-Parts Characterizations of Gaussian Processes

Ehsan Azmoodeh, Tommi Sottinen, Ciprian A. Tudor +1

The Malliavin integration-by-parts formula is a key ingredient to develop stochastic analysis on the Wiener space. In this article we show that a suitable integration-by-parts form…

math.PR2019★ 29 cited

Gaussian fluctuations for the stochastic heat equation with colored noise

Jingyu Huang, David Nualart, Lauri Viitasaari +1

In this paper, we present a quantitative central limit theorem for the d-dimensional stochastic heat equation driven by a Gaussian multiplicative noise, which is white in time and…