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Berliner (Likelihood and Bayesian prediction for chaotic systems, J. Am. Stat. Assoc. 1991) identified a number of difficulties in using the likelihood function within the Bayesian paradigm which arise both for state estimation and for…

数据分析、统计与概率 · 物理学 2016-12-30 Hailiang Du , Leonard A. Smith

We study how the divide and conquer principle --- partition the available data into subsamples, compute an estimate from each subsample and combine these appropriately to form the final estimator --- works in non-standard problems where…

统计理论 · 数学 2016-11-18 Moulinath Banerjee , Cecile Durot , Bodhisattva Sen

The Markov assumption in Markov Decision Processes (MDPs) is fundamental in reinforcement learning, influencing both theoretical research and practical applications. Existing methods that rely on the Bellman equation benefit tremendously…

统计方法学 · 统计学 2024-09-24 Chuyun Ye , Lixing Zhu , Ruoqing Zhu

Stochastic ordering among distributions has been considered in a variety of scenarios. Economic studies often involve research about the ordering of investment strategies or social welfare. However, as noted in the literature, stochastic…

Pairs of states, or "boxes" are the basic objects in the resource theory of asymmetric distinguishability (Wang and Wilde, 2019), where free operations are arbitrary quantum channels that are applied to both states. From this point of view,…

量子物理 · 物理学 2021-07-28 Gergely Bunth , Péter Vrana

Historically time-reversibility of the transitions or processes underpinning Markov chain Monte Carlo methods (MCMC) has played a key r\^ole in their development, while the self-adjointness of associated operators together with the use of…

概率论 · 数学 2019-06-17 Christophe Andrieu , Samuel Livingstone

We characterise the steady states of a suspension of two-dimensional active brownian particles (ABPs). We calculate the steady-state probability distribution to lowest order in Peclet number. We show that macroscopic quantities can be…

统计力学 · 物理学 2023-08-09 Samuel Cameron , Majid Mosayebi , Rachel Bennett , Tanniemola B. Liverpool

Multi-state models are frequently applied for representing processes evolving through a discrete set of state. Important classes of multi-state models arise when transitions between states may depend on the time since entry into the current…

统计方法学 · 统计学 2022-02-28 Rosario Barone , Andrea Tancredi

There is a substantial literature on testing for the equality of the cumulative incidence functions associated with one specific cause in a competing risks setting across several populations against specific or all alternatives. In this…

统计理论 · 数学 2008-12-18 Hammou El Barmi , Subhash Kochar , Hari Mukerjee

Let $P_n$ and $Q_n$ be two probability measures representing two different probabilistic models of some system (e.g., an $n$-particle equilibrium system, a set of random graphs with $n$ vertices, or a stochastic process evolving over a time…

统计力学 · 物理学 2023-03-30 Hugo Touchette

We study the problem of learning the Markov order in categorical sequences that represent paths in a network, i.e. sequences of variable lengths where transitions between states are constrained to a known graph. Such data pose challenges…

机器学习 · 计算机科学 2020-07-07 Luka V. Petrović , Ingo Scholtes

Understanding the interplay between recombination and resampling is a significant challenge in mathematical population genetics and of great practical relevance. Asymptotic results about the distribution of samples when recombination is…

概率论 · 数学 2024-11-13 Frederic Alberti

Weak convergence of the empirical copula process is shown to hold under the assumption that the first-order partial derivatives of the copula exist and are continuous on certain subsets of the unit hypercube. The assumption is…

统计理论 · 数学 2012-07-06 Johan Segers

We introduce an ensemble Markov chain Monte Carlo approach to sampling from a probability density with known likelihood. This method upgrades an underlying Markov chain by allowing an ensemble of such chains to interact via a process in…

统计计算 · 统计学 2021-06-08 Michael Lindsey , Jonathan Weare , Anna Zhang

We demonstrate that all good asymptotic entanglement measures are either identical or place a different ordering on the set of all quantum states.

量子物理 · 物理学 2009-10-31 S. Virmani , M. B. Plenio

Given a sequence of observations from a discrete-time, finite-state hidden Markov model, we would like to estimate the sampling distribution of a statistic. The bootstrap method is employed to approximate the confidence regions of a…

统计计算 · 统计学 2009-09-29 Cheng-Der Fuh , Inchi Hu

First order stochastic dominance and monotone likelihood ratio are two partial orders on the $n$-probability simplex that play an important role in the establishment of structural results for MDPs and POMDPs. We study the strength of those…

概率论 · 数学 2020-04-14 Sela Fried

We establish metastability in the sense of Lebowitz and Penrose under practical and simple hypothesis for (families of) Markov chains on finite configuration space in some asymptotic regime, including the case of configuration space size…

概率论 · 数学 2017-01-31 Alessandra Bianchi , Alexandre Gaudillière

A preferential domain is a collection of sets of preferences which are linear orders over a set of alternatives. These domains have been studied extensively in social choice theory due to both its practical importance and theoretical…

计算机科学与博弈论 · 计算机科学 2019-02-26 Palash Dey , Swaprava Nath , Garima Shakya

This article aims to investigate sufficient conditions for the stability of stochastic differential equations with a random structure, particularly in contexts involving the presence of concentration points. The proof of asymptotic…

概率论 · 数学 2023-05-22 Taras Lukashiv , Igor V. Malyk , Maryna Chepeleva , Petr V. Nazarov