Complex Surveys: A Guide to Analysis Using R (Paperback)
暫譯: 複雜調查:使用 R 進行分析的指南 (平裝本)

Thomas Lumley

  • 出版商: Wiley
  • 出版日期: 2010-03-01
  • 售價: $3,430
  • 貴賓價: 9.5$3,259
  • 語言: 英文
  • 頁數: 294
  • 裝訂: Paperback
  • ISBN: 0470284307
  • ISBN-13: 9780470284308
  • 相關分類: R 語言
  • 海外代購書籍(需單獨結帳)

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商品描述

A complete guide to carrying out complex survey analysis using R

As survey analysis continues to serve as a core component of sociological research, researchers are increasingly relying upon data gathered from complex surveys to carry out traditional analyses. Complex Surveys is a practical guide to the analysis of this kind of data using R, the freely available and downloadable statistical programming language. As creator of the specific survey package for R, the author provides the ultimate presentation of how to successfully use the software for analyzing data from complex surveys while also utilizing the most current data from health and social sciences studies to demonstrate the application of survey research methods in these fields.

The book begins with coverage of basic tools and topics within survey analysis such as simple and stratified sampling, cluster sampling, linear regression, and categorical data regression. Subsequent chapters delve into more technical aspects of complex survey analysis, including post-stratification, two-phase sampling, missing data, and causal inference. Throughout the book, an emphasis is placed on graphics, regression modeling, and two-phase designs. In addition, the author supplies a unique discussion of epidemiological two-phase designs as well as probability-weighting for causal inference. All of the book's examples and figures are generated using R, and a related Web site provides the R code that allows readers to reproduce the presented content. Each chapter concludes with exercises that vary in level of complexity, and detailed appendices outline additional mathematical and computational descriptions to assist readers with comparing results from various software systems.

Complex Surveys is an excellent book for courses on sampling and complex surveys at the upper-undergraduate and graduate levels. It is also a practical reference guide for applied statisticians and practitioners in the social and health sciences who use statistics in their everyday work.

商品描述(中文翻譯)

使用 R 進行複雜調查分析的完整指南

隨著調查分析持續作為社會學研究的核心組成部分,研究人員越來越依賴從複雜調查中收集的數據來進行傳統分析。Complex Surveys 是一本使用 R 這個免費可下載的統計程式語言來分析此類數據的實用指南。作為 R 的特定調查套件的創建者,作者提供了如何成功使用該軟體分析複雜調查數據的最佳展示,同時利用來自健康和社會科學研究的最新數據來展示這些領域中調查研究方法的應用。

本書首先涵蓋調查分析中的基本工具和主題,例如簡單抽樣和分層抽樣、聚類抽樣、線性回歸和類別數據回歸。隨後的章節深入探討複雜調查分析的更技術性方面,包括後分層、兩階段抽樣、缺失數據和因果推斷。在整本書中,強調了圖形、回歸建模和兩階段設計。此外,作者提供了對流行病學兩階段設計以及因果推斷的概率加權的獨特討論。書中的所有示例和圖形均使用 R 生成,相關網站提供了 R 代碼,讓讀者能夠重現所呈現的內容。每章結尾都有不同複雜程度的練習題,詳細的附錄則概述了額外的數學和計算描述,以幫助讀者比較來自各種軟體系統的結果。

Complex Surveys 是一本適合高年級本科生和研究生層次的抽樣和複雜調查課程的優秀書籍。它也是應用統計學家和社會及健康科學領域的從業人員在日常工作中使用統計的實用參考指南。