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相关论文: On Sampling of stationary increment processes

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In environmental applications of extreme value statistics, the underlying stochastic process is often modeled either as a max-stable process in continuous time/space or as a process in the domain of attraction of such a max-stable process.…

统计理论 · 数学 2018-02-13 Holger Drees , Laurens de Haan , Feridun Turkman

We develop and generalize the theory of extreme value for non-stationary stochastic processes, mostly by weakening the uniform mixing condition that was previously used in this setting. We apply our results to non-autonomous dynamical…

We characterize the sample size required for accurate graphical model selection from non-stationary samples. The observed data is modeled as a vector-valued zero-mean Gaussian random process whose samples are uncorrelated but have different…

机器学习 · 计算机科学 2019-06-28 Nguyen Q. Tran , Oleksii Abramenko , Alexander Jung

For statistics of rare events in systems obeying a large-deviation principle, the rate function is a key quantity. When numerically estimating the rate function one is always restricted to finite system sizes. Thus, if the interest is in…

数据分析、统计与概率 · 物理学 2024-12-06 Peter Werner , Alexander K. Hartmann

The accurate estimation of scaling exponents is central in the observational study of scale-invariant phenomena. Natural systems unavoidably provide observations over restricted intervals; consequently a stationary stochastic process (time…

数据分析、统计与概率 · 物理学 2009-03-17 K. H. Kiyani , S. C. Chapman , N. W. Watkins

This paper deals with the question of conditional sampling and prediction for the class of stationary max-stable processes which allow for a mixed moving maxima representation. We develop an exact procedure for conditional sampling using…

概率论 · 数学 2014-03-25 Marco Oesting , Martin Schlather

The problem of finding the expected value of a statistic of a locally stable point process in a bounded region is addressed. We propose an adaptive importance sampling for solving the problem. In our proposal, we restrict the importance…

机器学习 · 统计学 2025-03-04 Hee-Geon Kang , Sunggon Kim

We present an algorithm for finding the probabilities of rare events in nonequilibrium processes. The algorithm consists of evolving the system with a modified dynamics for which the required event occurs more frequently. By keeping track…

统计力学 · 物理学 2011-04-07 Anupam Kundu , Sanjib Sabhapandit , Abhishek Dhar

Observing a load process above high thresholds, modeling it as a pulse process with random occurrence times and magnitudes, and extrapolating life-time maximum or design loads from the data is a common task in structural reliability…

应用统计 · 统计学 2015-07-28 Baidurya Bhattacharya

We describe how to analyze the wide class of non stationary processes with stationary centered increments using Shannon information theory. To do so, we use a practical viewpoint and define ersatz quantities from time-averaged probability…

信息论 · 计算机科学 2020-02-19 Carlos Granero-Belinchon , Stéphane G. Roux , Nicolas Garnier

The problem of the estimation of relevance to a set of histograms generated by samples of a discrete time process is discussed on the base of the variational principles proposed in the previous paper [1]. Some conditions for dimension…

最优化与控制 · 数学 2018-05-28 M. A. Antonets

The paper is dealing with semi-classical asymptotics of a characteristic function for a stochastic process. The main technical tool is provided by the stationary phase method. The extremal range for a stochastic process is defined by limit…

概率论 · 数学 2008-01-31 S. Nikitin

For a sample of Exponentially distributed durations we aim at point estimation and a confidence interval for its parameter. A duration is only observed if it has ended within a certain time interval, determined by a Uniform distribution.…

统计方法学 · 统计学 2021-10-19 Rafael Weißbach , Dominik Wied

Large deviations for additive path functionals of stochastic processes have attracted significant research interest, in particular in the context of stochastic particle systems and statistical physics. Efficient numerical `cloning'…

概率论 · 数学 2021-07-21 Letizia Angeli , Stefan Grosskinsky , Adam M. Johansen

The extremes of a stationary time series typically occur in clusters. A primary measure for this phenomenon is the extremal index, representing the reciprocal of the expected cluster size. Both a disjoint and a sliding blocks estimator for…

统计理论 · 数学 2017-07-14 Betina Berghaus , Axel Bücher

Methods of estimation and forecasting for stationary models are well known in classical time series analysis. However, stationarity is an idealization which, in practice, can at best hold as an approximation, but for many time series may be…

统计方法学 · 统计学 2021-06-08 Shreyan Ganguly , Peter F. Craigmile

A specific family of point processes are introduced that allow to select samples for the purpose of estimating the mean or the integral of a function of a real variable. These processes, called quasi-systematic processes, depend on a tuning…

统计方法学 · 统计学 2016-07-19 Matthieu Wilhelm , Yves Tillé , Lionel Qualité

Driven by applications in telecommunication networks, we explore the simulation task of estimating rare event probabilities for tandem queues in their steady state. Existing literature has recognized that importance sampling methods can be…

机器学习 · 计算机科学 2025-04-22 Ruoning Zhao , Xinyun Chen

This paper considers binomial approximation of continuous time stochastic processes. It is shown that, under some mild integrability conditions, a process can be approximated in mean square sense and in other strong metrics by binomial…

计算金融 · 定量金融 2015-02-09 Nikolai Dokuchaev

Stationary stochastic processes with independent increments, of which the Poisson process is a prominent example, are widely used to describe real world events. With the basic assumption that a counting process is stationary and has…

概率论 · 数学 2018-11-20 Enzhi Li
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