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Factorial designs with randomization restrictions are often used in industrial experiments when a complete randomization of trials is impractical. In the statistics literature, the analysis, construction and isomorphism of factorial designs…

统计方法学 · 统计学 2019-09-25 Neil A. Spencer , Pritam Ranjan , Franklin Mendivil

Factorial designs have broad applications in agricultural, engineering and scientific studies. In constructing and studying properties of factorial designs, traditional design theory treats all factors as nominal. However, this is not…

统计理论 · 数学 2007-06-13 Shao-Wei Cheng , Kenny Q. Ye

Designs for screening experiments usually include factors with two levels only. Adding a few four-level factors allows for the inclusion of multi-level categorical factors or quantitative factors with possible quadratic or third-order…

统计方法学 · 统计学 2023-05-11 Alexandre Bohyn , Eric D. Schoen , Peter Goos

Factorial designs are widely used in agriculture, engineering, and the social sciences to study the causal effects of several factors simultaneously on a response. The objective of such a design is to estimate all factorial effects of…

统计方法学 · 统计学 2015-11-09 Zach Branson , Tirthankar Dasgupta , Donald B. Rubin

This paper describes the R package fdesigns that implements a methodology for identifying Bayesian optimal experimental designs for models whose factor settings are functions, known as profile factors. This type of experiments which involve…

统计计算 · 统计学 2025-05-23 Damianos Michaelides , Antony Overstall , Dave Woods

Fractional factorial designs are widely used for designing screening experiments. Nonregular fractional factorial designs can have better properties than regular designs, but their construction is challenging. Current research on the…

统计方法学 · 统计学 2021-06-02 Lin Wang , Hongquan Xu

There has been a tremendous methodological development of Bayes factors for hypothesis testing in the social and behavioral sciences, and related fields. This development is due to the flexibility of the Bayes factor for testing multiple…

Two-level factorial designs are widely used in industrial experiments. For processes involving \(n\) factors, the construction of designs comprising \(2^n\) and \(2^{n-p}\) factorials, arranged in blocks of size \(2^q\) is investigated. The…

统计理论 · 数学 2019-07-05 Janet Godolphin

An important step of modeling spatially-referenced data is appropriately specifying the second order properties of the random field. A scientist developing a model for spatial data has a number of options regarding the nature of the…

统计计算 · 统计学 2015-11-17 Zachary D. Weller

Change point detection is a commonly used technique in time series analysis, capturing the dynamic nature in which many real-world processes function. With the ever increasing troves of multivariate high-dimensional time series data,…

统计计算 · 统计学 2025-03-20 Martin Ondrus , Ivor Cribben

Configuring consists in simulating the realization of a complex product from a catalog of component parts, using known relations between types, and picking values for object attributes. This highly combinatorial problem in the field of…

人工智能 · 计算机科学 2007-05-23 Stephane Grandcolas , Laurent Henocque , Nicolas Prcovic

Clinical trials often seek to determine the superiority, equivalence, or non-inferiority of an experimental condition (e.g., a new drug) compared to a control condition (e.g., a placebo or an already existing drug). The use of frequentist…

其他统计学 · 统计学 2022-05-09 Maximilian Linde , Don van Ravenzwaaij

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

Unreplicated two-level factorial designs are often used in screening experiments to determine which factors out of a large plausible set are active. A theorem regarding the generalized word count pattern is stated and proved for…

统计方法学 · 统计学 2025-10-14 Xietao Zhou , Steven G. Gilmour

With many pretreatment covariates and treatment factors, the classical factorial experiment often fails to balance covariates across multiple factorial effects simultaneously. Therefore, it is intuitive to restrict the randomization of the…

统计理论 · 数学 2018-12-31 Xinran Li , Peng Ding , Donald B. Rubin

Classification is a central problem for dynamical systems, in particular for families that arise in a wide range of topics, like substitution subshifts. It is important to be able to distinguish whether two such subshifts are isomorphic,…

动力系统 · 数学 2022-08-24 Fabien Durand , Julien Leroy

Digital firms routinely run many online experiments on shared user populations. When product decisions are compositional, such as combinations of interface elements, flows, messages, or incentives, the number of feasible interventions grows…

机器学习 · 统计学 2026-04-13 Xin Wen , Xi Chen , Will Wei Sun , Yichen Zhang

The aim of this paper is to review methods of designing screening experiments, ranging from designs originally developed for physical experiments to those especially tailored to experiments on numerical models. The strengths and weaknesses…

统计方法学 · 统计学 2015-10-20 David C. Woods , Susan M. Lewis

In this paper, we investigate the computational complexity of isomorphism testing for finite groups and quasigroups, given by their multiplication tables. We crucially take advantage of their various decompositions to show the following: -…

数据结构与算法 · 计算机科学 2026-02-05 Dan Johnson , Michael Levet , Petr Vojtěchovský , Brett Widholm

The criteria for determining graph isomorphism are crucial for solving graph isomorphism problems. The necessary condition is that two isomorphic graphs possess invariants, but their function can only be used to filtrate and subdivide…

图形学 · 计算机科学 2025-08-19 Chuanfu Hu , Aimin Hou
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