10,538 research outputs found
Testing temporal constancy of the spectral structure of a time series
Statistical inference for stochastic processes with time-varying spectral
characteristics has received considerable attention in recent decades. We
develop a nonparametric test for stationarity against the alternative of a
smoothly time-varying spectral structure. The test is based on a comparison
between the sample spectral density calculated locally on a moving window of
data and a global spectral density estimator based on the whole stretch of
observations. Asymptotic properties of the nonparametric estimators involved
and of the test statistic under the null hypothesis of stationarity are
derived. Power properties under the alternative of a time-varying spectral
structure are discussed and the behavior of the test for fixed alternatives
belonging to the locally stationary processes class is investigated.Comment: Published in at http://dx.doi.org/10.3150/08-BEJ179 the Bernoulli
(http://isi.cbs.nl/bernoulli/) by the International Statistical
Institute/Bernoulli Society (http://isi.cbs.nl/BS/bshome.htm
A set-indexed Ornstein-Uhlenbeck process
The purpose of this article is a set-indexed extension of the well-known
Ornstein-Uhlenbeck process. The first part is devoted to a stationary
definition of the random field and ends up with the proof of a complete
characterization by its -continuity, stationarity and set-indexed Markov
properties. This specific Markov transition system allows to define a general
\emph{set-indexed Ornstein-Uhlenbeck (SIOU) process} with any initial
probability measure. Finally, in the multiparameter case, the SIOU process is
proved to admit a natural integral representation.Comment: 13 page
Open Quantum Symmetric Simple Exclusion Process
We introduce and solve a model of fermions hopping between neighbouring sites
on a line with random Brownian amplitudes and open boundary conditions driving
the system out of equilibrium. The average dynamics reduces to that of the
symmetric simple exclusion process. However, the full distribution encodes for
a richer behaviour entailing fluctuating quantum coherences which survive in
the steady limit. We determine exactly the system state steady distribution. We
show that these out of equilibrium quantum fluctuations fulfil a large
deviation principle and we present a method to recursively compute exactly the
large deviation function. On the way, our approach gives a solution of the
classical symmetric simple exclusion process using fermion technology. Our
results open the route towards the extension of the macroscopic fluctuation
theory to many body quantum systems.Comment: 5 pages + SM, 2 figure
Local times for solutions of the complex Ginzburg-Landau equation and the inviscid limit
We consider the behaviour of the distribution for stationary solutions of the
complex Ginzburg-Landau equation perturbed by a random force. It was proved
earlier that if the random force is proportional to the square root of the
viscosity, then the family of stationary measures possesses an accumulation
point as the viscosity goes to zero. We show that if is such point, then
the distributions of the L^2 norm and of the energy possess a density with
respect to the Lebesgue measure. The proofs are based on It\^o's formula and
some properties of local time for semimartingales.Comment: 12 page
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