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商品描述
The R Companion for Sampling: Design and Analysis, designed to be read alongside Sampling: Design and Analysis, Third Edition by Sharon L. Lohr (SDA; 2022, CRC Press), shows how to use functions in base R and contributed packages to perform calculations for the examples in SDA.
No prior experience with R is needed. Chapter 1 tells you how to obtain R and RStudio, introduces basic features of the R statistical software environment, and helps you get started with analyzing data.
Each subsequent chapter provides step-by-step guidance for working through the data examples in the corresponding chapter of SDA, with code, output, and interpretation. Tips and warnings help you develop good programming practices and avoid common survey data analysis errors.
R features and functions are introduced as they are needed so you can see how each type of sample is selected and analyzed. Each chapter builds on the knowledge developed earlier for simpler designs; after finishing the book, you will know how to use R to select and analyze almost any type of probability sample.
All R code and data sets used in this book are available online to help you develop your skills analyzing survey data from social and public opinion research, public health, crime, education, business, agriculture, and ecology.
商品描述(中文翻譯)
《R 伴侶：抽樣設計與分析》旨在與 Sharon L. Lohr 的《抽樣：設計與分析（第三版）》一起閱讀（SDA；2022，CRC Press），展示如何使用基本 R 和貢獻套件中的函數來執行 SDA 中示例的計算。
不需要具備 R 的先前經驗。第一章告訴您如何獲取 R 和 RStudio，介紹 R 統計軟體環境的基本功能，並幫助您開始分析數據。
每一章後續都提供逐步指導，以便您能夠完成 SDA 相應章節中的數據示例，包括代碼、輸出和解釋。提示和警告幫助您培養良好的編程習慣，並避免常見的調查數據分析錯誤。
R 的特性和函數會根據需要介紹，讓您能夠看到每種類型的樣本是如何被選擇和分析的。每一章都基於之前為簡單設計所建立的知識；完成本書後，您將知道如何使用 R 來選擇和分析幾乎任何類型的概率樣本。
本書中使用的所有 R 代碼和數據集均可在線獲得，以幫助您發展分析社會和公共意見研究、公共衛生、犯罪、教育、商業、農業和生態學的調查數據的技能。
作者簡介
Yan Lu is Associate Professor of Statistics at the University of New Mexico. Her research interests include survey sampling, mixed models, nonparametric regression, and data mining. Recent publications develop new statistical methods for combining data from multiple surveys, selecting probability samples from massive data streams, and applying nonparametric regression to survey data.
Sharon L. Lohr, the author of Measuring Crime: Behind the Statistics, has published widely about survey sampling and statistical methods for education, public policy, law, and crime. She is a Fellow of the American Statistical Association and an elected member of the International Statistical Institute, and has received the Gertrude M. Cox, Morris Hansen, and Deming Awards. Formerly Dean's Distinguished Professor of Statistics at Arizona State University and a Vice President at Westat, she is now a statistical consultant and writer.
作者簡介(中文翻譯)
呂燕是新墨西哥大學的統計學副教授。她的研究興趣包括調查取樣、混合模型、非參數回歸和數據挖掘。最近的出版物開發了新的統計方法，用於結合來自多個調查的數據、從大量數據流中選擇概率樣本，以及將非參數回歸應用於調查數據。
莎朗·L·洛赫，著作《犯罪測量：統計背後的真相》的作者，廣泛發表有關調查取樣和教育、公共政策、法律及犯罪的統計方法。她是美國統計協會的會士，也是國際統計學會的當選成員，並獲得了格特魯德·M·考克斯獎、莫里斯·漢森獎和德明獎。她曾擔任亞利桑那州立大學的傑出統計學教授及Westat的副總裁，現在是一名統計顧問和作家。
