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This paper extends classical probabilistic results to the broader class of demimartingales and demisubmartingales. We establish variants of Doob's-type optional sampling theorem under minimal structural conditions on stopping times, relying…

概率论 · 数学 2025-07-24 Milto Hadjikyriakou , B. L. S Prakasa Rao

In this paper we consider the problem of inference in statistical models characterized by moment restrictions by casting the problem within the Exponentially Tilted Empirical Likelihood (ETEL) framework. Because the ETEL function has a well…

统计方法学 · 统计学 2017-04-10 Siddhartha Chib , Minchul Shin , Anna Simoni

The method of Maximum (relative) Entropy (ME) is used to translate the information contained in the known form of the likelihood into a prior distribution for Bayesian inference. The argument is guided by intuition gained from the…

数据分析、统计与概率 · 物理学 2009-11-10 Ariel Caticha , Roland Preuss

The maximum entropy principle (MEP) is one of the most prominent methods to investigate and model complex systems. Despite its popularity, the standard form of the MEP can only generate Boltzmann-Gibbs distributions, which are ill-suited…

统计力学 · 物理学 2022-03-30 Pablo A. Morales , Fernando E. Rosas

In the framework of Cramer's probabilistic model of primes, we explore the exact and asymptotic distributions of maximal prime gaps. We show that the Gumbel extreme value distribution exp(-exp(-x)) is the limit law for maximal gaps between…

数论 · 数学 2014-09-30 Alexei Kourbatov

Gibbs-type exchangeable random partitions, which is a class of multiplicative measures on the set of positive integer partitions, appear in various contexts, including Bayesian statistics, random combinatorial structures, and stochastic…

统计理论 · 数学 2017-06-14 Shuhei Mano

The Gibbs sampler (GS) is a crucial algorithm for approximating complex calculations, and it is justified by Markov chain theory, the alternating projection theorem, and $I$-projection, separately. We explore the equivalence between these…

统计计算 · 统计学 2024-10-15 Kun-Lin Kuo , Yuchung J. Wang

A natural Monte Carlo method to approximate conditional expectations in a probabilistic framework is justified by a general result inspired on the Besicovitch covering theorem on differentiation of measures. The method is specially useful…

统计计算 · 统计学 2013-06-06 Agustín G. Nogales , P. Pérez , P. Monfort

We extend the spectral method for proving limit theorems to random non-uniformly expanding dynamical systems. This yields the CLT and moderate deviations principles (MDP). We show that as the amount of non-uniformity decreases the CLT rates…

动力系统 · 数学 2024-08-14 Yeor Hafouta

We investigate multiscale Gibbs measures from a variational and probabilistic viewpoint, focusing on the structural asymmetry among conditional entropies that characterizes their construction. We show how this asymmetry emerges both from…

数学物理 · 物理学 2025-12-23 Francesco Camilli , Pierluigi Contucci , Emanuele Mingione

This paper examines the conditions under which Bayesian conditioning aligns with Maximum Entropy. Specifically, I address cases in which newly learned information does not correspond to an event in the probability space defined on the…

信息论 · 计算机科学 2025-12-01 Boning Yu

Parameters defined via general estimating equations (GEE) can be estimated by maximizing the empirical likelihood (EL). Newey and Smith [Econometrica 72 (2004) 219--255] have recently shown that this EL estimator exhibits desirable…

统计理论 · 数学 2013-07-19 Susanne M. Schennach

We give an equivalent condition for the existence of invariant Gibbs measures for sequences of continuous functions on one-sided subshifts and, more generally, for the existence of Gibbs measures. These extend the results of Kim [6] and…

动力系统 · 数学 2026-05-29 Yuki Yayama

The sample-based Gibbs sampler has been the dominant method for approximating joint distribution from a collection of compatible full-conditional distributions. However for conditionally specified model, mixtures of incompatible full and…

统计计算 · 统计学 2023-07-04 Kun-Lin Kuo , Yuchung J. Wang

An approach to reasoning with default rules where the proportion of exceptions, or more generally the probability of encountering an exception, can be at least roughly assessed is presented. It is based on local uncertainty propagation…

人工智能 · 计算机科学 2013-03-26 Stephane Amarger , Didier Dubois , Henri Prade

Several consistency notions are available for a lower prevision P assessed on a set D of gambles (bounded random variables), ranging from the well known coherence to convexity and to the recently introduced 2-coherence and 2-convexity. In…

概率论 · 数学 2018-03-28 Renato Pelessoni , Paolo Vicig

The optimization problems defining meta-stable or stationary equilibrium are explored. The Gibbs scheme is modified aiming to describe the statistical properties of a class of non-equilibrium and metastable states. The system is assumed to…

统计力学 · 物理学 2007-09-04 Alejandro Cabo , Sergio Curilef

Tsallis has suggested a nonextensive generalization of the Boltzmann-Gibbs entropy, the maximization of which gives a generalized canonical distribution under special constraints. In this brief report we show that the generalized canonical…

统计力学 · 物理学 2021-04-28 Brian R. La Cour , William C. Schieve

This paper provides second-order optimality conditions for optimization problems with generalized equation constraints (GEPs), a framework that encompasses several important and challenging models in mathematical programming, including…

最优化与控制 · 数学 2026-04-29 M. Benko , H. Gfrerer , J. J. Ye , J. Zhang , J. Zhou

In classical extreme value theory probabilities of extreme events are estimated assuming all the components of a random vector to be in a domain of attraction of an extreme value distribution. In contrast, the conditional extreme value…

统计理论 · 数学 2011-08-30 Bikramjit Das , Sidney I. Resnick