Multivariate Structural Analysis of Agreement for Categorical Data

被引:0
作者
Fumiaki Kiyomi
机构
[1] Chuo University,Graduate School of Science and Engineering
[2] Novo Nordisk Pharma Ltd.,Statistics Section, Clinical Statistics Department
关键词
agreement; multivariate; reliability; categorical data; measurement error model; kappa; maximum likelihood;
D O I
10.2333/bhmk.30.195
中图分类号
学科分类号
摘要
A statistical model is proposed for a multi-dimensional agreement matrix tabulating nominal variables and judgments of two raters in order to analyze the structure of agreement. The model is derived from the notion of the measurement error model in test theory, and it is expressed as a tree with a single divergence. The model is composed of probabilities of agreement, a true score and errors of raters as parameters. It is shown that the parameters can be estimated by the usual maximum likelihood approach and the agreement probabilities are reliability measures. The model is extended to apply to cases of more than three variables and three raters. Partial modifications to the model are discussed for ordered categorical variables and the consistency matrix generated by two sets of answers to a questionnaire. An application example is presented for the consistency matrix.
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页码:195 / 218
页数:23
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