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Random graph mixture models are now very popular for modeling real data networks. In these setups, parameter estimation procedures usually rely on variational approximations, either combined with the expectation-maximisation (\textsc{em})…

统计理论 · 数学 2010-12-09 Christophe Ambroise , Catherine Matias

Using the Euler--Maruyama technique, we show that a class of Wiener processes exist that are obtained by computing an arbitrary positive power of them. This can be accomplished with a proper set of definitions that makes meaningful the…

数学物理 · 物理学 2017-08-28 Marco Frasca , Alfonso Farina

Variational methods for parameter estimation are an active research area, potentially offering computationally tractable heuristics with theoretical performance bounds. We build on recent work that applies such methods to network data, and…

统计理论 · 数学 2013-10-30 Peter Bickel , David Choi , Xiangyu Chang , Hai Zhang

We investigate a semiparametric regression model where one gets noisy non linear non invertible functions of the observations. We focus on the application to bearings-only tracking. We first investigate the least squares estimator and prove…

统计理论 · 数学 2008-12-17 Elisabeth Gassiat , Benoit Landelle

We collect some applications of the variational formula established by Schr\"oder (1988) and Rue\ss (2013) for the quenched Lyapunov exponent of Brownian motion in stationary and ergodic nonnegative potential. We show for example that the…

概率论 · 数学 2016-03-27 Johannes Rueß

We study the large-time behaviour of Brownian particles moving through a viscous medium in a confined potential, and which are further subjected to position-dependent driving forces that are periodic in time. We focus on the case where…

统计力学 · 物理学 2009-11-10 Sreedhar B. Dutta , Mustansir Barma

The fundamental solution of a pseudo-differential equation for functions defined on the $d$-fold product of the $p$-adic numbers, $\mathbb{Q}_p$, induces an analogue of the Wiener process in $\mathbb{Q}_p^d$. As in the real setting, the…

概率论 · 数学 2022-11-01 Rahul Rajkumar , David Weisbart

This paper provides yet another look at the mixed fractional Brownian motion (fBm), this time, from the spectral perspective. We derive an approximation for the eigenvalues of its covariance operator, asymptotically accurate up to the…

概率论 · 数学 2019-12-25 P. Chigansky , M. Kleptsyna , D. Marushkevych

Central limit theorems and asymptotic properties of the minimum-contrast estimators of the drift parameter in linear stochastic evolution equations driven by fractional Brownian motion are studied. Both singular ($H < \frac{1}{2})$ and…

概率论 · 数学 2019-02-13 Pavel Kriz , Bohdan Maslowski

We propose a new concept of modulated bipower variation for diffusion models with microstructure noise. We show that this method provides simple estimates for such important quantities as integrated volatility or integrated quarticity.…

统计理论 · 数学 2009-09-07 Mark Podolskij , Mathias Vetter

We provide a simple explicit estimator for discretely observed Barndorff-Nielsen and Shephard models, prove rigorously consistency and asymptotic normality based on the single assumption that all moments of the stationary distribution of…

统计金融 · 定量金融 2008-12-02 Friedrich Hubalek , Petra Posedel

In this paper, we consider asymptotic behaviors of multiscale multivalued stochastic systems with small noises. First of all, for general, fully coupled systems for multivalued stochastic differential equations of slow and fast motions with…

概率论 · 数学 2025-09-30 Huijie Qiao

This paper revisits the problem of estimating the fractional Ornstein - Uhlenbeck process observed in a linear channel with white noise of small intensity. We drive the exact asymptotic formulas for the mean square errors of the filtering…

统计理论 · 数学 2022-05-20 M. Kleptsyna , D. Marushkevych , P. Chigansky

The paper presents a multiplicative bias reduction estimator for nonparametric regression. The approach consists to apply a multiplicative bias correction to an oversmooth pilot estimator. In Burr et al. [2010], this method has been tested…

统计理论 · 数学 2011-03-02 Nicolas Hengartner , Eric Matzner-Løber , Laurent Rouvière , Thomas Burr

We present an asymptotic evaluation unitary formula for large argument values existing for defined class of functions. The asymptotic evaluation is obtained using only power series expansion coefficients of a function, what is a new result…

经典分析与常微分方程 · 数学 2010-06-30 Mihail Nikitin

In recent years, there has been a substantive interest in rough volatility models. In this class of models, the local behavior of stochastic volatility is much more irregular than semimartingales and resembles that of a fractional Brownian…

This paper is about vector autoregressive-moving average (VARMA) models with time-dependent coefficients to represent non-stationary time series. Contrarily to other papers in the univariate case, the coefficients depend on time but not on…

统计理论 · 数学 2015-06-05 Abdelkamel Alj , Christophe Ley , Guy Mélard

It is well known that, under suitable regularity conditions, the normalized fractional process with fractional parameter $d$ converges weakly to fractional Brownian motion for $d>1/2$. We show that, for any non-negative integer $M$,…

概率论 · 数学 2022-10-04 Søren Johansen , Morten Ørregaard Nielsen

Eigenproblems frequently arise in theory and applications of stochastic processes, but only a few have explicit solutions. Those which do, are usually solved by reduction to the generalized Sturm--Liouville theory for differential…

概率论 · 数学 2018-03-06 P. Chigansky , M. Kleptsyna , D. Marushkevych

We develop a general theory for describing phase coexistence between nonequilibrium steady states in Brownian systems, based on power functional theory (M. Schmidt and J.M. Brader, J. Chem. Phys. 138, 214101 (2013)). We apply the framework…

软凝聚态物质 · 物理学 2016-11-18 Philip Krinninger , Matthias Schmidt , Joseph M. Brader
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