Literature DB >> 33859545

The Calculus of M-Estimation in R with geex.

Bradley C Saul1, Michael G Hudgens2.   

Abstract

M-estimation, or estimating equation, methods are widely applicable for point estimation and asymptotic inference. In this paper, we present an R package that can find roots and compute the empirical sandwich variance estimator for any set of user-specified, unbiased estimating equations. Examples from the M-estimation primer by Stefanski and Boos (2002) demonstrate use of the software. The package also includes a framework for finite sample, heteroscedastic, and autocorrelation variance corrections, and a website with an extensive collection of tutorials.

Entities:  

Keywords:  M-estimation; R; empirical sandwich variance estimator; estimating equations; robust statistics

Year:  2020        PMID: 33859545      PMCID: PMC8046178          DOI: 10.18637/jss.v092.i02

Source DB:  PubMed          Journal:  J Stat Softw        ISSN: 1548-7660            Impact factor:   6.440


  5 in total

1.  Potential Effects of Prolonged Water-Only Fasting Followed by a Whole-Plant-Food Diet on Salty and Sweet Taste Sensitivity and Perceived Intensity, Food Liking, and Dietary Intake.

Authors:  Toshia R Myers; Bradley Saul; Micaela Karlsen; Andrew Beauchesne; Zrinka Glavas; Mackson Ncube; Ryan Bradley; Alan C Goldhamer
Journal:  Cureus       Date:  2022-05-03

2.  Inverse probability weighted estimators of vaccine effects accommodating partial interference and censoring.

Authors:  Sujatro Chakladar; Samuel Rosin; Michael G Hudgens; M Elizabeth Halloran; John D Clemens; Mohammad Ali; Michael E Emch
Journal:  Biometrics       Date:  2021-04-14       Impact factor: 1.701

3.  Recommendations for the use of propensity score methods in multiple sclerosis research.

Authors:  Gabrielle Simoneau; Fabio Pellegrini; Thomas Pa Debray; Julie Rouette; Johanna Muñoz; Robert W Platt; John Petkau; Justin Bohn; Changyu Shen; Carl de Moor; Mohammad Ehsanul Karim
Journal:  Mult Scler       Date:  2022-04-06       Impact factor: 5.855

4.  On Variance of the Treatment Effect in the Treated When Estimated by Inverse Probability Weighting.

Authors:  Sarah A Reifeis; Michael G Hudgens
Journal:  Am J Epidemiol       Date:  2022-05-20       Impact factor: 5.363

5.  Power and sample size for observational studies of point exposure effects.

Authors:  Bonnie E Shook-Sa; Michael G Hudgens
Journal:  Biometrics       Date:  2020-12-18       Impact factor: 2.571

  5 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.