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项目反应理论手册(第2卷统计工具)(英文)/国外优秀数学著作原版系列

项目反应理论手册(第2卷统计工具)(英文)/国外优秀数学著作原版系列

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  • ISBN:9787560398181
  • 装帧:一般胶版纸
  • 册数:暂无
  • 重量:暂无
  • 开本:16开
  • 页数:440
  • 出版时间:2021-11-01
  • 条形码:9787560398181 ; 978-7-5603-9818-1

内容简介

本书提供了在项目反应理论中用到的经典和现代的统计工具。虽然项目反应理论十分依赖于统计工具来处理其模型和应用,但是系统地进行介绍或阐述与项目反应理论相关的统计学文献几乎很难找到,本书即填补了这一空白。 本书逻辑清晰、通俗易懂,共包含四个部分,具体内容有概率比与其他反应函数、多元正态分布、非全同随机变量和的分布、具有干扰和附带参数的模型、期望优选算法与推广、贝叶斯估计、变分近似法、残差分析的模型拟合、多维常态模型等。

目录

Contents for Models Contents for Applications Preface Contributors Section Ⅰ Basic Tools 1.Logit, Probit, and Other Response Functions James H. Albert 2.Discrete Distributions Jodi M. Casabianca and Brian W. Junker 3.Multivariate Normal Distribution Jodi M. Casabianca and Brian W. Junker 4.Exponential Family Distributions Relevant to IRT Shelby J. Haberman 5.Loglinear Models for Observed-Score Distributions Tim Moses 6.Distributions of Sums of Nonidentical Random Variables . Wire J. van der Linden 7.Information Theory and Its Application to Testing Hua-Hua Chang, Chun Wang, and Zhiliang Ying Section Ⅱ Modeling Issues 8.Identification of Item Response Theory Models Ernesto San Martin 9.Models with Nuisance and Incidental Parameters Shelby J. Haberman 10. Missing Responses in Item Response Modeling Robert J. Mislevy Section Ⅲ Parameter Estimation 11. Maximum-Likelihood Estimation Cees A. W. Glas 12. Expectation Maximization Algorithm and Extensions Murray Aitkin 13. Bayesian Estimation Matthew S. Johnson and Sandip Sinharay 14. Variational Approximation Methods Frank Rijmen, Minjeong Jeon, and Sophia Rabe-Hesketh 15. Markov Chain Monte Carlo for Item Response Models... Brian W. Junker, Richard J. Patz, and Nathan M. VanHoudnos 16. Statistical Optimal Design Theory Heinz Holling and Rainer Schwabe Section Ⅳ Model Fit and Comparison 17. Frequentist Model-Fit Tests Cees A. W. Glas 18. Information Criteria Allan S. Cohen and Sun-Joo Cho 19. Bayesian Model Fit and Model Comparison Sandip Sinharay 20. Model Fit with Residual Analyses Craig S. Wells and Ronald K. Hambleton Index 编辑手记
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