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We investigate the class of tempered stable distributions and their associated processes. Our analysis of tempered stable distributions includes limit distributions, parameter estimation and the study of their densities. Regarding tempered…

概率论 · 数学 2025-11-21 Uwe Küchler , Stefan Tappe

In this work, we propose new matrix- and tensor-based methodologies for estimating multivariate intensity functions of inhomogeneous point processes. By viewing multivariate intensity functions as infinite-dimensional matrices or tensors…

统计方法学 · 统计学 2026-05-19 Haotian Xu , Carlos Misael Madrid Padilla , Oscar Hernan Madrid Padilla , Daren Wang

A new class of nonparametric prior distributions, termed Beta-Binomial stick-breaking process, is proposed. By allowing the underlying length random variables to be dependent through a Beta marginals Markov chain, an appealing discrete…

统计理论 · 数学 2020-08-12 María F. Gil-Leyva , Ramsés H. Mena , Theodoros Nicoleris

We consider the sum of two self-similar centred Gaussian processes with different self-similarity indices. Under non-negativity assumptions of covariance functions and some further minor conditions, we show that the asymptotic behaviour of…

概率论 · 数学 2022-06-27 Frank Aurzada , Martin Kilian , Ercan Sönmez

Accurate and efficient uncertainty quantification is essential for resilience assessment of modern power systems under high impact and low probability disturbances. Data driven sparse polynomial chaos expansion (DDSPCE) provides a…

系统与控制 · 电气工程与系统科学 2026-02-26 Mahsa Ebadat-Parast , Xiaozhe Wang

Models of biological systems often have many unknown parameters that must be determined in order for model behavior to match experimental observations. Commonly-used methods for parameter estimation that return point estimates of the…

定量方法 · 定量生物学 2018-01-31 Sanjana Gupta , Liam Hainsworth , Justin S. Hogg , Robin E. C. Lee , James R. Faeder

We consider a model in which positive and negative particles with equal densities diffuse in an asymmetric, CP invariant way on a ring. The positive particles hop clockwise, the negative counter-clockwise and oppositely-charged adjacent…

统计力学 · 物理学 2015-06-25 Peter F. Arndt , Thomas Heinzel , Vladimir Rittenberg

In classical Markov Decision Processes (MDPs), action costs and transition probabilities are assumed to be known, although an accurate estimation of these parameters is often not possible in practice. This study addresses MDPs under cost…

最优化与控制 · 数学 2019-06-24 Merve Merakli , Simge Kucukyavuz

A labelled Markov decision process is a labelled Markov chain with nondeterminism, i.e., together with a strategy a labelled MDP induces a labelled Markov chain. The model is related to interval Markov chains. Motivated by applications of…

形式语言与自动机理论 · 计算机科学 2020-09-25 Stefan Kiefer , Qiyi Tang

This paper is devoted to parameter estimation for partially observed polynomial state space models. This class includes discretely observed affine or more generally polynomial Markov processes. The polynomial structure allows for the…

统计理论 · 数学 2025-07-11 Jan Kallsen , Ivo Richert

In this paper we are interested in multifractional stable processes where the self-similarity index $H$ is a function of time, in other words $H$ becomes time changing, and the stability index $\alpha$ is a constant. Using $\beta$- negative…

统计理论 · 数学 2017-11-23 Thi To Nhu Dang

We report the binomial multiplicative model for low impact energy fragmentation. Impact fragmentation experiments were performed for low impact energy region, and it was found that the weighted mean mass is scaled by the pseudo control…

统计力学 · 物理学 2016-11-23 Hiroaki Katsuragi , Daisuke Sugino , Haruo Honjo

We explore the concept of a consistent exchangeable survival process - a joint distribution of survival times in which the risk set evolves as a continuous-time Markov process with homogeneous transition rates. We show a correspondence with…

统计理论 · 数学 2015-08-10 Walter Dempsey , Peter McCullagh

We investigate the scaling properties of products of the exponential of birth--death processes with certain given marginal discrete distributions and covariance structures. The conditions on the mean, variance and covariance functions of…

统计理论 · 数学 2009-06-15 Vo V. Anh , Nikolai N. Leonenko , Narn-Rueih Shieh

To analyse interaction in marked spatio-temporal point processes (MSTPPs), we introduce marked (cross) second-order reduced moment measures and K-functions for general inhomogeneous second-order intensity reweighted stationary MSTPPs. These…

统计方法学 · 统计学 2016-11-16 Adina Iftimi , Ottmar Cronie , Francisco Montes

Piecewise Deterministic Markov Processes (PDMPs) are studied in a general framework. First, different constructions are proven to be equivalent. Second, we introduce a coupling between two PDMPs following the same differential flow which…

概率论 · 数学 2021-08-03 Alain Durmus , Arnaud Guillin , Pierre Monmarché

If a given aggregate process $S$ is a compound mixed Poisson process under a probability measure $P$, a characterization of all probability measures $Q$ on the domain of $P$, such that $P$ and $Q$ are progressively equivalent and $S$…

概率论 · 数学 2019-05-21 Demetrios P. Lyberopoulos , Nikolaos D. Macheras

We generate the fractional Poisson process by subordinating the standard Poisson process to the inverse stable subordinator. Our analysis is based on application of the Laplace transform with respect to both arguments of the evolving…

概率论 · 数学 2013-05-24 Rudolf Gorenflo , Francesco Mainardi

We propose a coupled bootstrap (CB) method for the test error of an arbitrary algorithm that estimates the mean in a Poisson sequence, often called the Poisson means problem. The idea behind our method is to generate two carefully-designed…

统计方法学 · 统计学 2024-08-20 Natalia L. Oliveira , Jing Lei , Ryan J. Tibshirani

In many contexts such as queuing theory, spatial statistics, geostatistics and meteorology, data are observed at irregular spatial positions. One model of this situation involves considering the observation points as generated by a Poisson…

统计理论 · 数学 2007-08-07 Tucker McElroy , Dimitris N. Politis