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Shape constraints yield flexible middle grounds between fully nonparametric and fully parametric approaches to modeling distributions of data. The specific assumption of log-concavity is motivated by applications across economics, survival…

统计方法学 · 统计学 2024-04-16 Robin Dunn , Aditya Gangrade , Larry Wasserman , Aaditya Ramdas

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

For testing the statistical significance of a treatment effect, we usually compare between two parts of a population, one is exposed to the treatment, and the other is not exposed to it. Standard parametric and nonparametric two-sample…

统计计算 · 统计学 2012-11-02 Bikram Karmakar , Kumaresh Dhara , Kushal Kumar Dey , Analabha Basu , Anil Ghosh

When designing experimental studies with human participants, experimenters must decide how many trials each participant will complete, as well as how many participants to test. Most discussion of statistical power (the ability of a study…

神经元与认知 · 定量生物学 2021-08-30 Daniel H. Baker , Greta Vilidaite , Freya A. Lygo , Anika K. Smith , Tessa R. Flack , Andre D. Gouws , Timothy J. Andrews

The use of U-statistics in the change-point context has received considerable attention in the literature. We compare two approaches of constructing CUSUM-type change-point tests, which we call the first-vs-full and first-vs-last approach.…

统计方法学 · 统计学 2026-02-20 Herold Dehling , Daniel Vogel , Martin Wendler

The standard paradigm for confirmatory clinical trials is to compare experimental treatments with a control, for example the standard of care or a placebo. However, it is not always the case that a suitable control exists. Efficient…

统计方法学 · 统计学 2024-10-29 Thomas Burnett , Thomas Jaki

Randomized clinical trials are often designed to assess whether a test treatment prolongs survival relative to a control treatment. Increased patient heterogeneity, while desirable for generalizability of results, can weaken the ability of…

统计方法学 · 统计学 2020-04-30 Devan V. Mehrotra , Rachel Marceau West

The Wilcoxon Signed Rank test is typically called upon when testing whether a symmetric distribution has a specified centre and the Gaussianity is in question. As with all insurance policies it comes with a cost, even if small, in terms of…

统计理论 · 数学 2017-08-03 Jonathan Rosenblatt , Yoav Benjamini

Survival outcomes are common in comparative effectiveness studies and require unique handling because they are usually incompletely observed due to right-censoring. A ``once for all'' approach for causal inference with survival outcomes…

统计方法学 · 统计学 2021-12-21 Shuxi Zeng , Fan Li , Liangyuan Hu , Fan Li

In assessing Overall Survival (OS) in oncology studies, it is essential for the efficacy measure to be Logic-respecting, for otherwise patients may be incorrectly targeted. This paper explains, while Time Ratio (TR) is Logic-respecting,…

统计方法学 · 统计学 2025-11-21 Jason C. Hsu

In observational studies, researchers must select a method to control for confounding. Options include propensity score methods and regression. It remains unclear how dataset characteristics (size, overlap in propensity scores, exposure…

统计方法学 · 统计学 2022-10-21 J. Wilkinson , M. A. Mamas , E. Kontopantelis

When considering many survival models, decisions become more challenging in health economic evaluation. In this paper, we present a set of methods to assist with selecting the most appropriate parametric survival models. The methods…

统计方法学 · 统计学 2025-10-22 Ben Lee

Many statistical experiments involve comparing multiple population groups. For example, a public opinion poll may ask which of several political candidates commands the most support; a social scientific survey may report the most common of…

统计方法学 · 统计学 2019-03-20 Kenneth Hung , William Fithian

Motivated by the widespread adoption of large-scale A/B testing in industry, we propose a new experimentation framework for the setting where potential experiments are abundant (i.e., many hypotheses are available to test), and observations…

机器学习 · 统计学 2018-05-31 Sven Schmit , Virag Shah , Ramesh Johari

In observational studies, covariate imbalance generates confounding, resulting in biased comparisons. Although propensity score-based weighting approaches facilitate unconfounded group comparisons for implicit target populations, existing…

统计方法学 · 统计学 2023-07-03 Subharup Guha , David C. Christiani , Yi Li

Two new omnibus tests of uniformity for data on the hypersphere are proposed. The new test statistics exploit closed-form expressions for orthogonal polynomials, feature tuning parameters, and are related to a "smooth maximum" function and…

统计方法学 · 统计学 2024-05-14 Alberto Fernández-de-Marcos , Eduardo García-Portugués

There is a substantial literature on testing for the equality of the cumulative incidence functions associated with one specific cause in a competing risks setting across several populations against specific or all alternatives. In this…

统计理论 · 数学 2008-12-18 Hammou El Barmi , Subhash Kochar , Hari Mukerjee

We study a rank based univariate two-sample distribution-free test. The test statistic is the difference between the average of between-group rank distances and the average of within-group rank distances. This test statistic is closely…

统计方法学 · 统计学 2018-02-28 Jamye Curry , Xin Dang , Hailin Sang

In this paper, we propose a general method for testing composite hypotheses. Our idea is to use confidence limits to define stopping and decision rules. The requirements of operating characteristic function can be satisfied by adjusting the…

统计理论 · 数学 2012-02-10 Xinjia Chen

Measurements are generally collected as unilateral or bilateral data in clinical trials or observational studies. For example, in ophthalmologic studies, statistical tests are often based on one or two eyes of an individual. For bilateral…

统计方法学 · 统计学 2020-10-08 Chang-Xing Ma , Kejia Wang