Graphics for Statistics and Data Analysis with R
暫譯: 使用 R 進行統計與數據分析的圖形化技術

Keen, Kevin J.

  • 出版商: CRC
  • 出版日期: 2020-12-18
  • 售價: $2,420
  • 貴賓價: 9.5$2,299
  • 語言: 英文
  • 頁數: 610
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 0367734443
  • ISBN-13: 9780367734442
  • 相關分類: Data Science機率統計學 Probability-and-statistics
  • 海外代購書籍(需單獨結帳)

商品描述

Praise for the First Edition



"The main strength of this book is that it provides a unified framework of graphical tools for data analysis, especially for univariate and low-dimensional multivariate data. In addition, it is clearly written in plain language and the inclusion of R code is particularly useful to assist readers' understanding of the graphical techniques discussed in the book. ... It not only summarises graphical techniques, but it also serves as a practical reference for researchers and graduate students with an interest in data display." -Han Lin Shang, Journal of Applied Statistics



Graphics for Statistics and Data Analysis with R, Second Edition, presents the basic principles of graphical design and applies these principles to engaging examples using the graphics and lattice packages in R. It offers a wide array of modern graphical displays for data visualization and representation. Added in the second edition are coverage of the ggplot2 graphics package, material on human visualization and color rendering in R, on screen, and in print.



Features







  • Emphasizes the fundamentals of statistical graphics and best practice guidelines for producing and choosing among graphical displays in R






  • Presents technical details on topics such as: the estimation of quantiles, nonparametric and parametric density estimation; diagnostic plots for the simple linear regression model; polynomial regression, splines, and locally weighted polynomial regression for producing a smooth curve; Trellis graphics for multivariate data






  • Provides downloadable R code and data for figures at www.graphicsforstatistics.com




Kevin J. Keen is a Professor of Mathematics and Statistics at the University of Northern British Columbia (Prince George, Canada) and an Accredited Professional StatisticianTM by the Statistical Society of Canada and the American Statistical Association.

商品描述(中文翻譯)

對於第一版的讚譽



「這本書的主要優勢在於它提供了一個統一的圖形工具框架,用於數據分析,特別是針對單變量和低維多變量數據。此外,書中使用簡單明瞭的語言撰寫,並且包含 R 代碼,這對於幫助讀者理解書中討論的圖形技術特別有用。... 它不僅總結了圖形技術,還為對數據展示感興趣的研究人員和研究生提供了實用的參考。」 - Han Lin Shang, 應用統計學期刊



《使用 R 的統計與數據分析圖形》(第二版)介紹了圖形設計的基本原則,並將這些原則應用於使用 R 的 graphics 和 lattice 套件的引人入勝的範例。它提供了各種現代圖形顯示,用於數據可視化和表示。第二版新增了 ggplot2 圖形套件的內容,以及有關人類視覺和 R 中的色彩渲染、螢幕和印刷的材料。



特色









  • 強調統計圖形的基本原則以及在 R 中製作和選擇圖形顯示的最佳實踐指導方針









  • 介紹技術細節,主題包括:分位數的估計、非參數和參數密度估計;簡單線性回歸模型的診斷圖;多項式回歸、樣條和局部加權多項式回歸以生成平滑曲線;多變量數據的 Trellis 圖形









  • 提供可下載的 R 代碼和數據,網址為 www.graphicsforstatistics.com






Kevin J. Keen 是英屬哥倫比亞北部大學(加拿大喬治王子市)的數學與統計學教授,並且是加拿大統計學會和美國統計協會認證的專業統計師TM

作者簡介

Kevin J. Keen is a Professor of Mathematics and Statistics at the University of Northern British Columbia (Prince George, Canada) and an Accredited Professional StatisticianTM by the Statistical Society of Canada and the American Statistical Association.

作者簡介(中文翻譯)

Kevin J. Keen 是加拿大不列顛哥倫比亞大學(Prince George, Canada)數學與統計學教授,並且是加拿大統計學會及美國統計學會認證的專業統計師TM