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Researchers often turn to block randomization to increase the precision of their inference or due to practical considerations, such as in multisite trials. However, if the number of treatments under consideration is large it might not be…

统计方法学 · 统计学 2025-08-26 Taehyeon Koo , Nicole E. Pashley

We consider the performance of the difference-in-means estimator in a two-arm randomized experiment under common experimental endpoints such as continuous (regression), incidence, proportion and survival. We examine performance under both…

统计理论 · 数学 2025-07-08 David Azriel , Abba M. Krieger , Adam Kapelner

Randomized saturation designs are a family of designs which assign a possibly different treatment proportion to each cluster of a population at random. As a result, they generalize the well-known (stratified) completely randomized designs…

统计方法学 · 统计学 2022-03-21 Chencheng Cai , Jean Pouget-Abadie , Edoardo M. Airoldi

Selective contests can impair participants' overall welfare in overcompetitive environments, such as school admissions. This paper models the situation as an optimal contest design problem with binary actions, treating effort costs as…

理论经济学 · 经济学 2024-10-07 Penghuan Yan

We propose a method for constructing optimal block designs for experiments on networks. The response model for a given network interference structure extends the linear network effects model to incorporate blocks. The optimality criteria…

统计方法学 · 统计学 2019-11-26 Vasiliki Koutra , Steven G. Gilmour , Ben M. Parker

Causal analyses for observational studies are often complicated by covariate imbalances among treatment groups, and matching methodologies alleviate this complication by finding subsets of treatment groups that exhibit covariate balance. It…

统计方法学 · 统计学 2021-04-26 Zach Branson

Distributed computing systems implement redundancy to reduce the job completion time and variability. Despite a large body of work about computing redundancy, the analytical performance evaluation of redundancy techniques in queuing systems…

信息论 · 计算机科学 2022-01-05 Amir Behrouzi-Far , Emina Soljanin

Optimal block designs in small blocks are explored when the treatments have a natural ordering and interest lies in comparing consecutive pairs of treatments. We first develop an approximate theory which leads to a convenient multiplicative…

统计理论 · 数学 2014-05-20 S. Huda , Rahul Mukerjee

We consider the problem of how to assign treatment in a randomized experiment, in which the correlation among the outcomes is informed by a network available pre-intervention. Working within the potential outcome causal framework, we…

统计方法学 · 统计学 2017-05-19 Guillaume W. Basse , Edoardo M. Airoldi

Design-based frameworks of uncertainty are frequently used in settings where the treatment is (conditionally) randomly assigned. This paper develops a design-based framework suitable for analyzing quasi-experimental settings in the social…

计量经济学 · 经济学 2025-06-17 Ashesh Rambachan , Jonathan Roth

We present a new experimental design procedure that divides a set of experimental units into two groups so that the two groups are balanced on a prespecified set of covariates and being almost as random as complete randomization. Under…

统计理论 · 数学 2016-12-08 Abba M. Krieger , David Azriel , Adam Kapelner

We investigate block designs, under the A- and MV-criteria, when each treatment can have only one or two replications due to resource constraints, as can happen, for example, in early generation varietal trials. While these are commonly…

统计理论 · 数学 2026-03-25 R. A. Bailey , Rahul Mukerjee

Hierarchical random effect models are used for different purposes in clinical research and other areas. In general, the main focus is on population parameters related to the expected treatment effects or group differences among all units of…

应用统计 · 统计学 2021-04-07 Maryna Prus , Norbert Benda , Rainer Schwabe

We consider the problem of evaluating designs for a two-arm randomized experiment with the criterion being the power of the randomization test for the one-sided null hypothesis. Our evaluation assumes a response that is linear in one…

统计方法学 · 统计学 2020-08-14 Abba M. Krieger , David Azriel , Michael Sklar , Adam Kapelner

Estimating the effects of interventions in networks is complicated when the units are interacting, such that the outcomes for one unit may depend on the treatment assignment and behavior of many or all other units (i.e., there is…

统计方法学 · 统计学 2014-08-15 Dean Eckles , Brian Karrer , Johan Ugander

Given two 2-level factors of interest, a 2^2 split-plot design} (a) takes each of the $2^2=4$ possible factorial combinations as a treatment, (b) identifies one factor as `whole-plot,' (c) divides the experimental units into blocks, and (d)…

统计方法学 · 统计学 2016-02-15 Anqi Zhao , Peng Ding , Tirthankar Dasgupta

Completely randomized experiments have been the gold standard for drawing causal inference because they can balance all potential confounding on average. However, they may suffer from unbalanced covariates for realized treatment…

统计理论 · 数学 2022-10-18 Yuhao Wang , Xinran Li

This paper studies circular designs for interference models, where a treatment assigned to a plot also affects its neighboring plots within a block. For the purpose of estimating total effects, the circular neighbor balanced design was…

统计方法学 · 统计学 2022-06-02 Xiangshun Kong , Xueru Zhang , Wei Zheng

The selection of optimal designs for generalized linear mixed models is complicated by the fact that the Fisher information matrix, on which most optimality criteria depend, is computationally expensive to evaluate. Our focus is on the…

统计方法学 · 统计学 2015-09-22 Timothy W. Waite , David C. Woods

Balanced knockout tournaments are ubiquitous in sports competitions and are also used in decision-making and elections. The traditional computational question, that asks to compute a draw (optimal draw) that maximizes the winning…

计算机科学与博弈论 · 计算机科学 2016-04-19 Krishnendu Chatterjee , Rasmus Ibsen-Jensen , Josef Tkadlec
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