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Using the open-source statistical language R to analyze the dichotomous Rasch model

机译:使用开源统计语言R分析二分法Rasch模型

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摘要

R, an open-source statistical language and data analysis tool, is gaining popularity among psychologists currently teaching statistics. R is especially suitable for teaching advanced topics, such as fitting the dichotomous Rasch model—a topic that involves transforming complicated mathematical formulas into statistical computations. This article describes R's use as a teaching tool and a data analysis software program in the analysis of the Rasch model in item response theory. It also explains the theory behind, as well as an educator's goals for, fitting the Rasch model with joint maximum likelihood estimation. This article also summarizes the R syntax for parameter estimation and the calculation of fit statistics. The results produced by R is compared with the results obtained from MINISTEP and the output of a conditional logit model. The use of R is encouraged because it is free, supported by a network of peer researchers, and covers both basic and advanced topics in statistics frequently used by psychologists.
机译:R是一种开放源代码的统计语言和数据分析工具,在当前教授统计学的心理学家中越来越受欢迎。 R特别适合教授高级主题,例如拟合二分法的Rasch模型,该主题涉及将复杂的数学公式转换为统计计算。本文介绍了R在项目响应理论的Rasch模型分析中作为教学工具和数据分析软件程序的用途。它还解释了将Rasch模型与联合最大似然估计进行拟合的背后的理论以及教育者的目标。本文还总结了用于参数估计和拟合统计量计算的R语法。将R产生的结果与MINISTEP获得的结果和条件logit模型的输出进行比较。鼓励使用R,因为它是免费的,得到同行研究​​人员网络的支持,并且涵盖了心理学家经常使用的统计学基础知识和高级主题。

著录项

  • 来源
    《Behavior Research Methods》 |2006年第3期|p.532-541|共10页
  • 作者

    YUELIN LI;

  • 作者单位

    Department of Psychiatry & Behavioral Sciences, Memorial Sloan-Kettering Cancer Center, 1275 York Ave., New York, NY 10021;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 心理学;
  • 关键词

  • 入库时间 2022-08-17 13:41:35

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