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In this paper we discuss testing for an interaction in the two-way ANOVA with just one observation per cell. The known results are reviewed and a simulation study is performed to evaluate type I and type II risks of the tests. It is shown…

统计理论 · 数学 2012-07-13 Petr Simecek , Marie Simeckova

Many psychologists do not realize that exploratory use of the popular multiway analysis of variance (ANOVA) harbors a multiple comparison problem. In the case of two factors, three separate null hypotheses are subject to test (i.e., two…

In a one-way analysis-of-variance (ANOVA) model, the number of all pairwise comparisons can be large even when there are only a moderate number of groups. Motivated by this, we consider a regime with a growing number of groups, and prove…

统计理论 · 数学 2023-12-12 Weidong Liu , Dennis Leung , Qiman Shao

A statistical test can be seen as a procedure to produce a decision based on observed data, where some decisions consist of rejecting a hypothesis (yielding a significant result) and some do not, and where one controls the probability to…

统计理论 · 数学 2017-10-19 Aaron McDaid , Zoltan Kutalik , Valentin Rousson

In applied research, it is often sensible to account for one or several covariates when testing for differences between multivariate means of several groups. However, the "classical" parametric multivariate analysis of covariance (MANCOVA)…

统计方法学 · 统计学 2020-04-28 Georg Zimmermann , Markus Pauly , Arne C. Bathke

A pair of variables that tend to rise and fall either together or in opposition are said to be monotonically associated. For certain phenomena, this tendency is causally restricted to a subpopulation, as, for example, an allergic reaction…

应用统计 · 统计学 2015-09-03 Srinath Sampath , Adriano Caloiaro , Wayne Johnson , Joseph S. Verducci

The design of asymptotically minimax robust hypothesis testing is formalized for the Bayesian and Neyman-Pearson tests of Type-I and Type-II. The uncertainty classes based on the KL-divergence, $\alpha$-divergence, symmetrized…

信息论 · 计算机科学 2026-04-08 Gökhan Gül

We report a proof of the quantum Sanov Theorem by elementary application of basic facts about representations of the symmetric group, together with a complete characterization of the optimal error exponent in a situation where the null…

量子物理 · 物理学 2015-06-17 J. Nötzel

Hypothesis testing is a key part of empirical science and multiple testing as well as the combination of evidence from several tests are continued areas of research. In this article we consider the problem of combining the results of…

统计理论 · 数学 2022-07-15 Phillip B. Mogensen , Bo Markussen

Several approaches to testing the hypothesis that two histograms are drawn from the same distribution are investigated. We note that single-sample continuous distribution tests may be adapted to this two-sample grouped data situation. The…

数据分析、统计与概率 · 物理学 2008-04-03 Frank C. Porter

In many experiments in the life sciences, several endpoints are recorded per subject. The analysis of such multivariate data is usually based on MANOVA models assuming multivariate normality and covariance homogeneity. These assumptions,…

应用统计 · 统计学 2017-12-06 Sarah Friedrich , Markus Pauly

The normality assumption for random errors is fundamental in the analysis of variance (ANOVA) models. However, it is rarely subjected to formal testing in practice, and theoretically justified procedures are largely unavailable, especially…

计量经济学 · 经济学 2026-03-31 Peiwen Jia , Xiaojun Song , Haoyu Wei

In this article, we consider the problem of simultaneous testing of hypotheses when the individual test statistics are not necessarily independent. Specifically, we consider the problem of simultaneous testing of point null hypotheses…

统计理论 · 数学 2018-07-17 Prasenjit Ghosh , Arijit Chakrabarti

The assumption of normality has underlain much of the development of statistics, including spatial statistics, and many tests have been proposed. In this work, we focus on the multivariate setting and first review the recent advances in…

统计方法学 · 统计学 2022-05-18 Wanfang Chen , Marc G. Genton

Trusted multi-view classification typically relies on a view-wise evidential fusion process: each view independently produces class evidence and uncertainty, and the final prediction is obtained by aggregating these independent opinions.…

机器学习 · 计算机科学 2026-04-13 Yilin Zhang , Cai Xu , Haishun Chen , Ziyu Guan , Wei Zhao

It is often of interest to test a global null hypothesis using multiple, possibly dependent $p$-values by combining their strengths while controlling the type-I error. Recently, several heavy-tailed combination tests, such as the harmonic…

统计理论 · 数学 2026-03-25 Parijat Chakraborty , F. Richard Guo , Kerby Shedden , Stilian Stoev

This paper proposes a class of origin-smooth approximators of indicators underlying the sum-of-negative-part statistic for testing multiple inequalities. The need for simulation or bootstrap to obtain test critical values is thereby…

统计方法学 · 统计学 2012-06-27 Le-Yu Chen , Jerzy Szroeter

Human agents happen to judge that a conjunction of two terms is more probable than one of the terms, in contradiction with the rules of classical probabilities---this is the conjunction fallacy. One of the most discussed accounts of this…

物理与社会 · 物理学 2016-06-15 Thomas Boyer-Kassem , Sébastien Duchêne , Eric Guerci

Testing for independence between two random vectors is a fundamental problem in statistics. It is observed from empirical studies that many existing omnibus consistent tests may not work well for some strongly nonmonotonic and nonlinear…

统计方法学 · 统计学 2024-02-27 Kai Xu , Yeqing Zhou , Liping Zhu , Runze Li

When comparing multiple groups in clinical trials, we are not only interested in whether there is a difference between any groups but rather the location. Such research questions lead to testing multiple individual hypotheses. To control…

统计方法学 · 统计学 2025-01-08 Ina Dormuth , Carolin Herrmann , Frank Konietschke , Markus Pauly , Matthias Wirth , Marc Ditzhaus
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