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This paper considers testing the covariance matrices structure based on Wald's score test in large dimensional setting. The hypothesis $H_0: \Sigma =\Sigma_0 $ for a given matrix $\Sigma_0$, which covers the identity hypothesis test and…

统计方法学 · 统计学 2016-03-01 Dandan Jiang , QiBin Zhang

We propose a frequentist testing procedure that maintains a defined coverage and is optimal in the sense that it gives maximal power to detect deviations from a null hypothesis when the alternative to the null hypothesis is sampled from a…

应用统计 · 统计学 2020-07-07 Christian Bartels , Johanna Mielke , Ekkehard Glimm

With more and better clinical data being captured outside of clinical studies and greater data sharing of clinical studies, external controls may become a more attractive alternative to randomized clinical trials. Both industry and…

K-means clustering is a workhorse of unsupervised learning, but it is notoriously brittle to outliers, distribution shifts, and limited sample sizes. Viewing k-means as Lloyd--Max quantization of the empirical distribution, we develop a…

机器学习 · 计算机科学 2026-04-14 Vikrant Malik , Taylan Kargin , Babak Hassibi

We propose a test for a covariance matrix to have Kronecker Product Structure (KPS). KPS implies a reduced rank restriction on a certain transformation of the covariance matrix and the new procedure is an adaptation of the Kleibergen and…

计量经济学 · 经济学 2022-02-01 Patrik Guggenberger , Frank Kleibergen , Sophocles Mavroeidis

Global hypothesis tests are a useful tool in the context of, e.g, clinical trials, genetic studies or meta analyses, when researchers are not interested in testing individual hypotheses, but in testing whether none of the hypotheses is…

统计方法学 · 统计学 2017-09-05 Andreas Futschik , Thomas Taus , Sonja Zehetmayer

Simultaneously testing $K$ hypotheses while controlling the family-wise error rate is a fundamental problem in statistics. Existing procedures (Bonferroni, Holm, Hochberg, Hommel) provide valid control but sacrifice power, increasingly so…

统计方法学 · 统计学 2026-04-14 Prasanjit Dubey , Xiaoming Huo

Cauchy combination test has been widely used for combining correlated p-values, but it may fail to work under certain scenarios. We propose a truncated Cauchy combination test (TCCT) which focus on combining p-values with arbitrary…

统计方法学 · 统计学 2025-06-17 Bo Chen , Wei Xu , Xin Gao

Preferably in two- or three-arm randomized clinical trials, a few (2,3) correlated multiple primary endpoints are considered. In addition to the closed testing principle based on different global tests, two max(maxT) tests are compared with…

应用统计 · 统计学 2021-03-16 Ludwig A. Hothorn , Siegfried Kropf

For the universal hypothesis testing problem, where the goal is to decide between the known null hypothesis distribution and some other unknown distribution, Hoeffding proposed a universal test in the nineteen sixties. Hoeffding's universal…

信息论 · 计算机科学 2016-11-15 Jayakrishnan Unnikrishnan , Dayu Huang , Sean Meyn , Amit Surana , Venugopal Veeravalli

Linear stochastic transitivity is a central assumption in paired comparison models that is rarely verified in practice. Empirical violations, however, are common and can substantially affect inference and ranking. We develop a class of…

统计方法学 · 统计学 2026-04-02 Rahul Singh , Ori Davidov

Choice overload - in which larger choice sets are detrimental to a chooser's well-being - is potentially of great importance in the design of economic policy. Yet the current evidence on its prevalence is inconclusive. We argue that…

综合经济学 · 经济学 2025-06-27 Mark Dean , Dilip Ravindran , Jörg Stoye

We propose two tests for the equality of covariance matrices between two high-dimensional populations. One test is on the whole variance--covariance matrices, and the other is on off-diagonal sub-matrices, which define the covariance…

统计理论 · 数学 2012-06-06 Jun Li , Song Xi Chen

This paper concerns the construction of tests for universal hypothesis testing problems, in which the alternate hypothesis is poorly modeled and the observation space is large. The mismatched universal test is a feature-based technique for…

信息论 · 计算机科学 2016-04-18 Dayu Huang , Sean Meyn

In nonstandard testing environments, researchers often derive ad hoc tests with correct (asymptotic) size, but their optimality properties are typically unknown a priori and difficult to assess. This paper develops a numerical framework for…

计量经济学 · 经济学 2025-12-24 Philipp Ketz , Adam McCloskey , Jan Scherer

This work presents novel and powerful tests for comparing non-proportional hazard functions, based on sample-space partitions. Right censoring introduces two major difficulties which make the existing sample-space partition tests for…

统计方法学 · 统计学 2021-03-16 Malka Gorfine , Matan Schlesinger , Li Hsu

An experimental test of the "special state" theory of quantum measurement is proposed. It should be feasible with present-day laboratory equipment and involves a slightly elaborated Stern-Gerlach setup. The "special state" theory is…

量子物理 · 物理学 2013-10-11 L. S. Schulman

P values or risk ratios from multiple, independent studies, observational or randomized, can be computationally combined to provide an overall assessment of a research question in meta-analysis. There is a need to examine the reliability of…

统计方法学 · 统计学 2021-10-28 S. Stanley Young , Warren B. Kindzierski

Online experiments are widely used for improving online services. While doing online experiments, The student t-test is the most widely used hypothesis testing technique. In practice, however, the normality assumption on which the t-test…

统计方法学 · 统计学 2023-12-25 Zheng Cai , Bo Hu , Zhihua Zhu

Comparing $K$-sample distributions is a fundamental problem in data science that arises in a wide variety of fields and applications. In this article, we introduce a maximum-of-differences approach to make such comparisons. Specifically, we…

统计方法学 · 统计学 2026-04-13 Wei Lan , Long Feng , Runze Li , Chih-Ling Tsai