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相关论文: Les p-values comme votes d'experts

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Multiple testing of a single hypothesis and testing multiple hypotheses are usually done in terms of p-values. In this paper we replace p-values with their natural competitor, e-values, which are closely related to betting, Bayes factors,…

统计理论 · 数学 2021-10-26 Vladimir Vovk , Ruodu Wang

Null hypothesis statistical significance testing (NHST) is the dominant approach for evaluating results from randomized controlled trials. Whereas NHST comes with long-run error rate guarantees, its main inferential tool -- the $p$-value --…

统计方法学 · 统计学 2022-06-10 František Bartoš , Samuel Pawel , Eric-Jan Wagenmakers

Verifying that a statistically significant result is scientifically meaningful is not only good scientific practice, it is a natural way to control the Type I error rate. Here we introduce a novel extension of the p-value - a…

统计方法学 · 统计学 2018-07-04 Jeffrey D. Blume , Lucy DAgostino McGowan , William D. Dupont , Robert A. Greevy

We present the expected values from p-value hacking as a choice of the minimum p-value among $m$ independents tests, which can be considerably lower than the "true" p-value, even with a single trial, owing to the extreme skewness of the…

应用统计 · 统计学 2018-01-29 Nassim Nicholas Taleb

In a recent opinion article, Muff et al. recapitulate well-known objections to the Neyman-Pearson Null-Hypothesis Significance Testing (NHST) framework and call for reforming our practices in statistical reporting. We agree with them on…

定量方法 · 定量生物学 2022-05-30 Florian Hartig , Frédéric Barraquand

After some general remarks about the interrelation between philosophical and statistical thinking, the discussion centres largely on significance tests. These are defined as the calculation of $p$-values rather than as formal procedures for…

统计理论 · 数学 2007-06-13 Deborah G. Mayo , D. R. Cox

A key objective in conducting a Bell test is to quantify the statistical evidence against a local-hidden variable model (LHVM) given that we can collect only a finite number of trials in any experiment. The notion of statistical evidence is…

量子物理 · 物理学 2018-04-19 David Elkouss , Stephanie Wehner

In this paper, we demonstrate that a new measure of evidence we developed called the Dempster-Shafer p-value which allow for insights and interpretations which retain most of the structure of the p-value while covering for some of the…

统计方法学 · 统计学 2024-02-28 Kentaro Hoffman , Kai Zhang , Tyler McCormick , Jan Hannig

In this study, we propose a two-stage procedure for hypothesis testing, where the first stage is conventional hypothesis testing and the second is an equivalence testing procedure using an introduced Empirical Equivalence Bound. In 2016,…

统计方法学 · 统计学 2020-01-01 Yi Zhao , Brian S. Caffo , Joshua B. Ewen

We are concerned with testing replicability hypotheses for many endpoints simultaneously. This constitutes a multiple test problem with composite null hypotheses. Traditional $p$-values, which are computed under least favourable parameter…

统计方法学 · 统计学 2020-02-26 Anh-Tuan Hoang , Thorsten Dickhaus

A nonnegative martingale with initial value equal to one measures evidence against a probabilistic hypothesis. The inverse of its value at some stopping time can be interpreted as a Bayes factor. If we exaggerate the evidence by considering…

统计理论 · 数学 2011-06-17 Glenn Shafer , Alexander Shen , Nikolai Vereshchagin , Vladimir Vovk

In traditional hypothesis testing one must pre-specify the significance level $\alpha$ to bound the `size' of the test: its probability to falsely reject the hypothesis. Indeed, a data-dependent selection of $\alpha$ would generally distort…

统计理论 · 数学 2025-12-03 Nick W. Koning

The established language for statistical testing --- significance levels, power, and p-values --- is overly complicated and deceptively conclusive. Even teachers of statistics and scientists who use statistics misinterpret the results of…

统计理论 · 数学 2019-10-23 Glenn Shafer

This article develops $p$-values for evaluating means of normal populations that make use of indirect or prior information. A $p$-value of this type is based on a biased test statistic that is optimal on average with respect to a…

统计方法学 · 统计学 2019-12-12 Peter D. Hoff

We discuss systematically two versions of confidence regions: those based on p-values and those based on e-values, a recent alternative to p-values. Both versions can be applied to multiple hypothesis testing, and in this paper we are…

统计理论 · 数学 2024-03-05 Vladimir Vovk , Ruodu Wang

Quantifying uncertainty in detected changepoints is an important problem. However it is challenging as the naive approach would use the data twice, first to detect the changes, and then to test them. This will bias the test, and can lead to…

统计方法学 · 统计学 2026-05-11 Rachel Carrington , Paul Fearnhead

The higher criticism of a family of tests starts with the individual uncorrected p-values of each test. It then requires a procedure for deciding whether the collection of p-values indicates the presence of a real effect and if possible…

It is widely acknowledged that the biomedical literature suffer from a surfeit of false positive results. Part of the reason for this is the persistence of the myth that observation of a p value less than 0.05 is sufficient justification to…

应用统计 · 统计学 2019-03-28 David Colquhoun

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

One can argue that one of the main roles of the subject of statistics is to characterize what the evidence in collected data says about questions of scientific interest. There are two broad questions that we will refer to as the estimation…

统计理论 · 数学 2024-06-11 Michael Evans