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Response-adaptive clinical trial designs allow targeting a given objective by skewing the allocation of participants to treatments based on observed outcomes. Response-adaptive designs face greater regulatory scrutiny due to potential type…

统计方法学 · 统计学 2025-03-19 Stef Baas , Peter Jacko , Sofía S. Villar

We consider the problem of evaluating designs for a two-arm randomized experiment with an incidence (binary) outcome under a nonparametric general response model. Our two main results are that the priori pair matching design of Greevy et…

统计方法学 · 统计学 2022-09-02 Adam Kapelner , Abba M. Krieger , David Azriel

Adaptive experimental designs have gained popularity in clinical trials and online experiments. Unlike traditional, fixed experimental designs, adaptive designs can dynamically adjust treatment randomization probabilities and other design…

统计方法学 · 统计学 2025-08-19 Wenxin Zhang , Mark van der Laan

When we plan to use money as an incentive to change the behavior of a person (such as making riders to deliver more orders or making consumers to buy more items), the common approach of this problem is to adopt a two-stage framework in…

机器学习 · 计算机科学 2025-04-08 Juhua Chen , Karson shi , Jialing He , North Chen , Kele Jiang

We present a result according to which certain functions of covariance matrices are maximized at scalar multiples of the identity matrix. This is used to show that experimental designs that are optimal under an assumption of independent,…

统计理论 · 数学 2024-01-18 Douglas P. Wiens

Sequential Bayesian experimental design typically assumes that the number of experiments is fixed before data collection begins. In practical campaigns, however, experimentation may need to terminate early because additional measurements…

统计方法学 · 统计学 2026-05-29 Chen Cheng , Xun Huan

Background: Pairwise and network meta-analyses using fixed effect and random effects models are commonly applied to synthesise evidence from randomised controlled trials. The models differ in their assumptions and the interpretation of the…

统计方法学 · 统计学 2017-08-04 Shijie Ren , Jeremy E. Oakley , John W. Stevens

Increasingly, medical research is dependent on data collected for non-research purposes, such as electronic health records data (EHR). EHR data and other large databases can be prone to measurement error in key exposures, and unadjusted…

统计方法学 · 统计学 2020-05-13 Kyunghee Han , Thomas Lumley , Bryan E. Shepherd , Pamela A. Shaw

Every design choice will have different effects on different units. However traditional A/B tests are often underpowered to identify these heterogeneous effects. This is especially true when the set of unit-level attributes is…

人工智能 · 计算机科学 2016-11-09 Alexander Peysakhovich , Akos Lada

In classical study designs, the aim is often to learn about the effects of a treatment or intervention on a single outcome; in many modern studies, however, data on multiple outcomes are collected and it is of interest to explore effects on…

统计方法学 · 统计学 2017-06-15 Edward H. Kennedy , Shreya Kangovi , Nandita Mitra

In clinical trials, a covariate-adjusted response-adaptive (CARA) design allows a subject newly entering a trial a better chance of being allocated to a superior treatment regimen based on cumulative information from previous subjects, and…

应用统计 · 统计学 2011-06-21 Yuan-chin Ivan Chang , Eunsik Park

The graph based approach to multiple testing is an intuitive method that enables a study team to represent clearly, through a directed graph, its priorities for hierarchical testing of multiple hypotheses, and for propagating the available…

统计方法学 · 统计学 2025-01-07 Cyrus Mehta , Ajoy Mukhopadhyay , Martin Posch

We consider the design of dimensional analysis experiments when there is more than a single response. We first give a brief overview of dimensional analysis experiments and the dimensional analysis (DA) procedure. The validity of the DA…

应用统计 · 统计学 2018-08-09 Daniel J. Eck , Christopher J. Nachtsheim , R. Dennis Cook , Thomas A. Albrecht

This commentary regards a recent simulation study conducted by Aouni, Gaudel-Dedieu and Sebastien, evaluating the performance of different versions of matching-adjusted indirect comparison (MAIC) in an anchored scenario with a common…

统计方法学 · 统计学 2022-03-29 Antonio Remiro-Azócar , Anna Heath , Gianluca Baio

We study identification and estimation in the Regression Discontinuity Design (RDD) with a multivalued treatment variable. We also allow for the inclusion of covariates. We show that without additional information, treatment effects are not…

计量经济学 · 经济学 2020-07-02 Carolina Caetano , Gregorio Caetano , Juan Carlos Escanciano

An early phase clinical trial is the first step in evaluating the effects in humans of a potential new anti-disease agent or combination of agents. Usually called "phase I" or "phase I/II" trials, these experiments typically have the…

统计方法学 · 统计学 2010-12-01 Peter F. Thall

Accelerated degradation tests are used to provide accurate estimation of lifetime properties of highly reliable products within a relatively short testing time. There data from particular tests at high levels of stress (e.\,g.\ temperature,…

应用统计 · 统计学 2021-10-13 Helmi Shat , Rainer Schwabe

Multiple-objective optimization is common in biological systems. In the mammalian olfactory system, each sensory neuron stochastically expresses only one out of up to thousands of olfactory receptor (OR) gene alleles; at organism level the…

分子网络 · 定量生物学 2016-05-11 Xiao-Jun Tian , Hang Zhang , Jens Sannerud , Jianhua Xing

Though platform trials have been touted for their flexibility and streamlined use of trial resources, their statistical efficiency is not well understood. We fill this gap by establishing their greater efficiency for comparing the relative…

统计方法学 · 统计学 2022-01-28 Tzu-Jung Huang , Alex Luedtke , the AMP Investigators Group

To maximize clinical benefit, clinicians routinely tailor treatment to the individual characteristics of each patient, where individualized treatment rules are needed and are of significant research interest to statisticians. In the…

统计方法学 · 统计学 2021-11-23 Trinetri Ghosh , Yanyuan Ma , Rui Song , Pingshou Zhong