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In this paper, we derive closed-form exact expressions for the main statistics of the ratio of squared alpha-mu random variables, which are of interest in many scenarios for future wireless networks where generalized distributions are more…

A new method is proposed for the correction of confidence intervals when the original interval does not have the correct nominal coverage probabilities in the frequentist sense. The proposed method is general and does not require any…

统计计算 · 统计学 2013-08-30 P. Menendez , Y. Fan , P. H. Garthwaite , S. A. Sisson

In statistical inference, confidence set procedures are typically evaluated based on their validity and width properties. Even when procedures achieve rate-optimal widths, confidence sets can still be excessively wide in practice due to…

统计理论 · 数学 2025-03-20 Kenta Takatsu

Historically, to bound the mean for small sample sizes, practitioners have had to choose between using methods with unrealistic assumptions about the unknown distribution (e.g., Gaussianity) and methods like Hoeffding's inequality that use…

统计理论 · 数学 2021-10-27 My Phan , Philip S. Thomas , Erik Learned-Miller

We propose an adaptive confidence interval procedure (CIP) for the coefficients in the normal linear regression model. This procedure has a frequentist coverage rate that is constant as a function of the model parameters, yet provides…

统计方法学 · 统计学 2017-07-10 Peter D. Hoff , Chaoyu Yu

In this paper we first provide a method to compute confidence intervals for the center of a piecewise normal distribution given a sample from this distribution, under certain assumptions. We then extend this method to an asymptotic setting,…

最优化与控制 · 数学 2022-08-08 Shu Lu , Hongsheng Liu

In Bayesian statistics, one's prior beliefs about underlying model parameters are revised with the information content of observed data from which, using Bayes' rule, a posterior belief is obtained. A non-trivial example taken from the…

高能物理 - 唯象学 · 物理学 2007-05-23 J. Charles , A. Hocker , H. Lacker , F. R. Le Diberder , S. T'Jampens

Mutual information is fundamentally important for measuring statistical dependence between variables and for quantifying information transfer by signaling and communication mechanisms. It can, however, be challenging to evaluate for…

信息论 · 计算机科学 2014-07-29 Clive G. Bowsher , Margaritis Voliotis

Constructing valid inferential methods for constrained parameters in normal and Poisson distributions represents two fundamental and important problems in applied statistics, for which there is currently no unified framework for statistical…

统计方法学 · 统计学 2026-04-13 Hezhi Lu , Qijun Wu

The evaluation of the error to be attributed to cut efficiencies is a common question in the practice of experimental particle physics. Specifically, the need to evaluate the efficiency of the cuts for background removal, when they are…

数据分析、统计与概率 · 物理学 2009-02-02 Gioacchino Ranucci

This paper revisits the simple, but empirically salient, problem of inference on a real-valued parameter that is partially identified through upper and lower bounds with asymptotically normal estimators. A simple confidence interval is…

计量经济学 · 经济学 2021-01-01 Jörg Stoye

We investigate the credible sets and marginal credible intervals resulting from the horseshoe prior in the sparse multivariate normal means model. We do so in an adaptive setting without assuming knowledge of the sparsity level (number of…

统计理论 · 数学 2017-02-14 Stéphanie van der Pas , Botond Szabó , Aad van der Vaart

A hypothesis testing and an interval estimation are studied for the common mean of several lognormal populations. Two methods are given based on the concept of generalized p-value and generalized confidence interval. These new methods are…

统计理论 · 数学 2014-05-06 Javad Behboodian , Ali Akbar Jafari

Empirical-likelihood-based confidence intervals for a mean were introduced by Owen [Biometrika 75 (1988) 237-249], where at least a finite second moment is required. This excludes some important distributions, for example, those in the…

统计理论 · 数学 2007-06-13 Liang Peng

We propose information criteria that measure the prediction risk of a predictive density based on the Bayesian marginal likelihood from a frequentist point of view. We derive criteria for selecting variables in linear regression models,…

统计方法学 · 统计学 2017-10-20 Yuki Kawakubo , Tatsuya Kubokawa , Muni S. Srivastava

We revisit the classical credibility results of Jewell and B\"uhlmann to obtain credibility premiums for a GLM using a modern Bayesian approach. Here the prior distributions can be chosen without restrictions to be conjugate to the response…

应用统计 · 统计学 2018-08-17 Oscar Alberto Quijano Xacur , José Garrido

Expected coverage and expected length of 90% upper and lower limit and 68.27% central intervals are plotted as functions of the true signal for various values of expected background. Results for several objective priors are shown, and…

高能物理 - 实验 · 物理学 2007-05-23 Ilya Narsky

This paper is concerned with the construction of prior free posterior distributions which rely on the use of one step ahead predictive distribution functions. These are typically more straightforward to motivate than prior distributions.…

统计方法学 · 统计学 2026-03-23 Pier Giovanni Bissiri , Chris Holmes , Stephen G. Walker

I propose a new type of confidence interval for correct asymptotic inference after using data to select a model of interest without assuming any model is correctly specified. This hybrid confidence interval is constructed by combining…

统计方法学 · 统计学 2021-11-25 Adam McCloskey

We consider interval estimation of the difference between two binomial proportions. Several methods of constructing such an interval are known. Unfortunately those confidence intervals have poor coverage probability: it is significantly…

统计方法学 · 统计学 2019-03-11 Wojciech Zieliński