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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 2014 · math.PRShow all

10 papers · 2 filters

math.PR2014★ 1 cited

Asymptotic normality of randomized periodogram for estimating quadratic variation in mixed Brownian--fractional Brownian model

Ehsan Azmoodeh, Tommi Sottinen, Lauri Viitasaari

We study asymptotic normality of the randomized periodogram estimator of quadratic variation in the mixed Brownian--fractional Brownian model. In the semimartingale case, that is,…

math.PR2014★ 3 cited

Stochastic Analysis of Gaussian Processes via Fredholm Representation

Tommi Sottinen, Lauri Viitasaari

We show that every separable Gaussian process with integrable variance function admits a Fredholm representation with respect to a Brownian motion. We extend the Fredholm represent…

math.PR2014

Representation of stationary and stationary increment processes via Langevin equation and self-similar processes

Lauri Viitasaari

Let be a standard Brownian motion. It is well-known that the Langevin equation defines a stationary process called Ornstein-Uhlenbeck process. Furt…

math.PR2014★ 1 cited

Aspects of Stochastic Integration with Respect to Processes of Unbounded p-variation

Zhe Chen, Lauri Viitasaari

This paper deals with stochastic integrals of form in a case where the function has discontinuities, and hence the process is usually of unbounded…

math.PR2014★ 1 cited

A general approach to small deviation via concentration of measures

Ehsan Azmoodeh, Lauri Viitasaari

We provide a general approach to obtain upper bounds for small deviations in different norms, namely the supremum and - Hölder norms. The larg…

math.PR2014

Adapted integral representations of random variables

Georgiy Shevchenko, Lauri Viitasaari

We study integral representations of random variables with respect to general Hölder continuous processes and with respect to two particular cases; fractional Brownian motion and m…

math.PR2014

Necessary and Sufficient Conditions for Hölder Continuity of Gaussian Processes

Ehsan Azmoodeh, Tommi Sottinen, Lauri Viitasaari +1

The continuity of Gaussian processes is extensively studied topic and it culminates in the Talagrand's notion of majorizing measures that gives complicated necessary and sufficient…

math.PR2014

Integral representation with adapted continuous integrand with respect to fractional Brownian motion

Georgiy Shevchenko, Lauri Viitasaari

We show that if a random variable is a final value of an adapted Holder continuous process, then it can be represented as a stochastic integral with respect to fractional Brownian…

math.PR2014

Multidimensional Breeden-Litzenberger representation for state price densities and static hedging

Jarno Talponen, Lauri Viitasaari

In this article, we consider European options of type depending on several underlying assets. We study how such options can be valued in terms of si…

math.PR2014

Pathwise stochastic integrals and Itô formula for multidimensional Gaussian processes

Zhe Chen, Lauri Viitasaari

In this article we study existence of pathwise stochastic integrals with respect to a general class of -dimensional Gaussian processes and a wide class of adapted integrands. Mo…