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A powerful tool for studying long-term convergence of a Markov process to its stationary distribution is a Lyapunov function. In some sense, this is a substitute for eigenfunctions. For a stochastically ordered Markov process on the…

概率论 · 数学 2021-03-01 Andrey Sarantsev

We study the concentration phenomenon for discrete-time random dynamical systems with an unbounded state space. We develop a heuristic approach towards obtaining exponential concentration inequalities for dynamical systems using an entirely…

机器学习 · 统计学 2022-12-08 Muhammad Abdullah Naeem , Miroslav Pajic

We present the characterization of the Nath, R\'enyi and Havrda-Charv\'at-Tsallis entropies under the assumption that they are analytic function with respect to the distribution dimension, unlike the the previous characterizations, which…

信息论 · 计算机科学 2013-11-05 Velimir M. Ilic , Miomir S. Stankovic

We provide necessary and sufficient conditions for convergence of exponential integrals of Markov additive processes. Other than in the classical L\'evy case studied by Erickson and Maller we have to distinguish between almost sure…

概率论 · 数学 2020-03-06 Anita Behme , Apostolos Sideris

Mixture distributions provide a versatile and widely used framework for modeling random phenomena, and are particularly well-suited to the analysis of geoscientific processes and their attendant risks to society. For continuous mixtures of…

机器学习 · 统计学 2025-06-18 Michael R. Powers , Jiaxin Xu

This paper considers MEP - Mixed Exponential Polynomials as one class of real exponential polynomials. We introduce a method for proving the positivity of MEP inequalities over positive intervals using the Maclaurin series to approximate…

综合数学 · 数学 2023-10-24 Branko Malesevic , Milos Micovic

It is known that the exponential functional of a Poisson process admits a probability density function in the form of an infinite series. In this paper, we obtain an explicit expression for the density function of the exponential functional…

概率论 · 数学 2025-09-25 Dongdong Hu , Hasanjan Sayit , Weixuan Xia

It is shown that in equilibrium a canonical ensemble of particles with two-particle interaction the Gibbs distribution function may be expressed uniquely through a pair distribution function. It means, that for given values of the particle…

统计力学 · 物理学 2007-05-23 M. I. Kalinin

In their fundamental paper on cubic variance functions, Letac and Mora (The Annals of Statistics,1990) presented a systematic, rigorous and comprehensive study of natural exponential families on the real line, their characterization through…

统计理论 · 数学 2021-02-05 Shaul K. Bar-Lev , Ad Ridder

The basic disentanglement theorem established by the present authors states that estimates on a weighted geometric mean over (convex) families of functions can be disentangled into quantitatively linked estimates on each family separately.…

泛函分析 · 数学 2023-07-06 Anthony Carbery , Timo S. Hänninen , Stefán Ingi Valdimarsson

Exponential distributions appear in a wide range of applications including chemistry, nuclear physics, time series analyses, and stock market trends. There are conceivable circumstances in which one would be interested in the cumulative…

历史与综述 · 数学 2018-03-23 Cecilia Chirenti , M. Coleman Miller

Families of mixtures of multivariate power exponential (MPE) distributions have been previously introduced and shown to be competitive for cluster analysis in comparison to other elliptical mixtures including mixtures of Gaussian…

统计计算 · 统计学 2023-01-24 Utkarsh J. Dang , Michael P. B. Gallaugher , Ryan P. Browne , Paul D. McNicholas

The characteristic (Laplace or L\'evy) exponents uniquely characterize infinitely divisible probability distributions. Although of purely mathematical origin they appear to be uniquely associated with the memory functions present in…

统计力学 · 物理学 2021-09-16 K. Górska , A. Horzela , T. K. Pogány

This paper presents a new methodology for generating continuous statistical distributions, integrating the exponentiated odds ratio within the framework of survival analysis. This new method enhances the flexibility and adaptability of…

统计理论 · 数学 2024-02-28 Xinyu Chen , Yuanqi Xie , Achraf Cohen , Shusen Pu

We show that a conditional characteristic function of generalized L\'evy stochastic areas can be viewed as a product a selfdecomposable distribution (i.e., L\'evy class L distribution) and its background driving characteristic function.…

概率论 · 数学 2010-09-21 Zbigniew J. Jurek

Graphical models encode conditional independence statements of a multivariate distribution via a graph. Traditionally, the marginal distributions in a graphical model are assumed to be Gaussian. In this paper, we propose a three-level…

统计方法学 · 统计学 2025-05-01 Luis E. Nieto-Barajas , Simón Lunagómez

Density estimation, which estimates the distribution of data, is an important category of probabilistic machine learning. A family of density estimators is mixture models, such as Gaussian Mixture Model (GMM) by expectation maximization.…

机器学习 · 统计学 2023-10-18 Benyamin Ghojogh , Milad Amir Toutounchian

The Chernoff information between two probability measures is a statistical divergence measuring their deviation defined as their maximally skewed Bhattacharyya distance. Although the Chernoff information was originally introduced for…

信息论 · 计算机科学 2022-10-04 Frank Nielsen

This article considers exponential families of truncated multivariate normal distributions with one-sided truncation for some or all coordinates. We observe that if all components are one-sided truncated then this family is not full. The…

统计理论 · 数学 2025-07-02 Michael Levine , Donald Richards , Jianxi Su

Constraints are found on the spatial variation of finite-time Lyapunov exponents of two and three-dimensional systems of ordinary differential equations. In a chaotic system, finite-time Lyapunov exponents describe the average rate of…

混沌动力学 · 物理学 2009-10-31 Jean-Luc Thiffeault , Allen H. Boozer
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