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相关论文: A comparison of methods for confidence intervals

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By employing various empirical estimators for the Mutual Information (MI) measure, we calculate and compare the estimates and their confidence intervals for both normal and non-normal bivariate data samples. We find that certain nonlinear…

信息论 · 计算机科学 2024-10-10 Theo Grigorenko , Leo Grigorenko

This paper proposes a decorrelation-based approach to test hypotheses and construct confidence intervals for the low dimensional component of high dimensional proportional hazards models. Motivated by the geometric projection principle, we…

机器学习 · 统计学 2014-12-17 Ethan X. Fang , Yang Ning , Han Liu

Suppose that X_1,X_2,...,X_n are independent and identically Bernoulli(theta) distributed. Also suppose that our aim is to find an exact confidence interval for theta that is the intersection of a 1-\alpha/2 upper confidence interval and a…

统计理论 · 数学 2013-02-28 Paul Kabaila

The behaviors of various confidence/credible interval constructions are explored, particularly in the region of low statistics where methods diverge most. We highlight a number of challenges, such as the treatment of nuisance parameters,…

数据分析、统计与概率 · 物理学 2015-02-04 Steven D. Biller , Scott M. Oser

We consider a linear regression model with regression parameter beta =(beta_1, ..., beta_p) and independent and identically N(0, sigma^2)distributed errors. Suppose that the parameter of interest is theta = a^T beta where a is a specified…

统计计算 · 统计学 2009-04-17 Paul Kabaila , Khageswor Giri

We consider the task of constructing confidence intervals with differential privacy. We propose two private variants of the non-parametric bootstrap, which privately compute the median of the results of multiple "little" bootstraps run on…

机器学习 · 统计学 2024-06-05 Karan Chadha , John Duchi , Rohith Kuditipudi

We show that the two-stage minimum description length (MDL) criterion widely used to estimate linear change-point (CP) models corresponds to the marginal likelihood of a Bayesian model with a specific class of prior distributions. This…

统计方法学 · 统计学 2023-06-09 David Ardia , Arnaud Dufays , Carlos Ordas Criado

When computing a confidence interval for a binomial proportion p one must choose between using an exact interval, which has a coverage probability of at least 1-{\alpha} for all values of p, and a shorter approximate interval, which may…

统计理论 · 数学 2015-03-11 Måns Thulin

We introduce a general method, named the h-function method, to unify the constructions of level-alpha exact test and 1-alpha exact confidence interval. Using this method, any confidence interval is improved as follows: i) an approximate…

统计理论 · 数学 2021-08-27 Weizhen Wang

This paper considers a proportional hazards model, which allows one to examine the extent to which covariates interact nonlinearly with an exposure variable, for analysis of lifetime data. A local partial-likelihood technique is proposed to…

统计理论 · 数学 2007-06-13 Jianqing Fan , Huazhen Lin , Yong Zhou

This article explores combinations of weighted bootstraps, like the Bayesian bootstrap, with the bootstrap $t$ method for setting approximate confidence intervals for the mean of a random variable in small samples. For this problem the…

统计理论 · 数学 2025-08-21 Art B. Owen

What, if anything, should a frequentist say about a single realized confidence interval (CI) and its chance of having covered the parameter? Jerzy Neyman's original answer was to refuse any nondegenerate probability for coverage ex post…

其他统计学 · 统计学 2026-03-06 Scott Lee

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

A prediction interval covers a future observation from a random process in repeated sampling, and is typically constructed by identifying a pivotal quantity that is also an ancillary statistic. Analogously, a tolerance interval covers a…

统计方法学 · 统计学 2022-01-19 Geoffrey S Johnson

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

Despite their importance in supporting experimental conclusions, standard statistical tests are often inadequate for research areas, like the life sciences, where the typical sample size is small and the test assumptions difficult to…

统计方法学 · 统计学 2011-04-15 Pietro Berkes , Jozsef Fiser

There is available an ever-increasing variety of procedures for managing uncertainty. These methods are discussed in the literature of artificial intelligence, as well as in the literature of philosophy of science. Heretofore these methods…

人工智能 · 计算机科学 2013-01-30 Henry E. Kyburg , Choh Man Teng

We connect the power of Confidence Intervals in different Frequentist methods to their reliability. We show that in the case of a bounded parameter a biased method which near the boundary has large power in testing the parameter against…

高能物理 - 实验 · 物理学 2007-05-23 C. Giunti , M. Laveder

A calculator program has been written to give confidence intervals on branching ratios for rare decay modes (or similar quantities) calculated from the number of events observed, the acceptance factor, the background estimate and the…

高能物理 - 实验 · 物理学 2011-07-19 Roger Barlow

A simple and common type of medical research involves the comparison of one treatment against another. The logical aim should be both to establish which treatment is superior and the strength of evidence supporting this conclusion, a task…

统计方法学 · 统计学 2022-12-08 Nicholas Adams