Bradley-Terry Models in R: The BradleyTerry2 Package

被引:0
作者
Turner, Heather [1 ]
Firth, David [1 ]
机构
[1] Univ Warwick, Dept Stat, Coventry CV4 7AL, W Midlands, England
来源
JOURNAL OF STATISTICAL SOFTWARE | 2012年 / 48卷 / 09期
基金
英国工程与自然科学研究理事会;
关键词
generalized linear model; logistic regression; penalized quasi-likelihood; ranking; tournament analysis; working residuals; PAIRED-COMPARISON EXPERIMENTS; TIES;
D O I
暂无
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
This is a short overview of the R add-on package BradleyTerry2, which facilitates the specification and fitting of Bradley-Terry logit, probit or cauchit models to pair-comparison data. Included are the standard 'unstructured' Bradley-Terry model, structured versions in which the parameters are related through a linear predictor to explanatory variables, and the possibility of an order or 'home advantage' effect or other 'contest-specific' effects. Model fitting is either by maximum likelihood, by penalized quasi-likelihood (for models which involve a random effect), or by bias-reduced maximum likelihood in which the first-order asymptotic bias of parameter estimates is eliminated. Also provided are a simple and efficient approach to handling missing covariate data, and suitably-defined residuals for diagnostic checking of the linear predictor.
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页码:1 / 21
页数:21
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