Multiple Imputation in Practice: With Examples Using Iveware
暫譯: 實務中的多重插補：使用 Iveware 的範例

Raghunathan, Trivellore, Berglund, Patricia A., Solenberger, Peter W.

Multiple Imputation in Practice: With Examples Using Iveware
  • 出版商: CRC
  • 出版日期: 2020-12-18
  • 售價: $2,460
  • 貴賓價: 9.5 折 $2,337
  • 語言: 英文
  • 頁數: 250
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0367734036
  • ISBN-13: 9780367734039

    • 海外代購書籍(需單獨結帳)

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商品描述

Multiple Imputation in Practice: With Examples Using IVEware provides practical guidance on multiple imputation analysis, from simple to complex problems using real and simulated data sets. Data sets from cross-sectional, retrospective, prospective and longitudinal studies, randomized clinical trials, complex sample surveys are used to illustrate both simple, and complex analyses.





Version 0.3 of IVEware, the software developed by the University of Michigan, is used to illustrate analyses. IVEware can multiply impute missing values, analyze multiply imputed data sets, incorporate complex sample design features, and be used for other statistical analyses framed as missing data problems. IVEware can be used under Windows, Linux, and Mac, and with software packages like SAS, SPSS, Stata, and R, or as a stand-alone tool.



This book will be helpful to researchers looking for guidance on the use of multiple imputation to address missing data problems, along with examples of correct analysis techniques.

商品描述(中文翻譯)

《多重插補實務：使用 IVEware 的範例》提供了多重插補分析的實用指導，涵蓋從簡單到複雜的問題，使用真實和模擬的數據集。書中使用來自橫斷面、回顧性、前瞻性和縱向研究、隨機臨床試驗、複雜樣本調查的數據集來說明簡單和複雜的分析。

本書使用由密西根大學開發的 IVEware 版本 0.3 來說明分析。IVEware 可以對缺失值進行多重插補，分析多重插補的數據集，納入複雜樣本設計特徵，並用於其他以缺失數據問題為框架的統計分析。IVEware 可以在 Windows、Linux 和 Mac 上使用，並與 SAS、SPSS、Stata 和 R 等軟體包兼容，或作為獨立工具使用。

本書將對尋求多重插補以解決缺失數據問題的研究人員提供幫助，並提供正確分析技術的範例。

作者簡介

Trivellore Raghunathan is the director of the Survey Research Center in the Institute for Social Research and professor of biostatistics in the School of Public Health at the University of Michigan. He has published numerous papers in a range of statistical and public health journals. His research interests include applied regression analysis, linear models, design of experiments, sample survey methods, and Bayesian inference.



Patricia A. Berglund is a senior research associate in the Youth and Social Indicators Program and Survey Methodology Program in the Survey Research Center at the University of Michigan's Institute for Social Research.





作者簡介(中文翻譯)

Trivellore Raghunathan 是密西根大學社會研究所調查研究中心的主任，以及公共衛生學院生物統計學的教授。他在多個統計和公共衛生期刊上發表了大量論文。他的研究興趣包括應用迴歸分析、線性模型、實驗設計、抽樣調查方法和貝葉斯推斷。

Patricia A. Berglund 是密西根大學社會研究所調查研究中心青年與社會指標計畫及調查方法計畫的高級研究助理。

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