Statistics and Data with R: An applied approach through examples (Hardcover)

Yosef Cohen, Jeremiah Y. Cohen

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商品描述

R, an Open Source software, has become the de facto statistical computing environment. It has an excellent collection of data manipulation and graphics capabilities. It is extensible and comes with a large number of packages that allow statistical analysis at all levels – from simple to advanced – and in numerous fields including Medicine, Genetics, Biology, Environmental Sciences, Geology, Social Sciences and much more. The software is maintained and developed by academicians and professionals and as such, is continuously evolving and up to date. Statistics and Data with R presents an accessible guide to data manipulations, statistical analysis and graphics using R.

Assuming no previous knowledge of statistics or R, the book includes:

  • A comprehensive introduction to the R language.
  • An integrated approach to importing and preparing data for analysis, exploring and analyzing the data, and presenting results.
  • Over 300 examples, including detailed explanations of the R scripts used throughout.
  • Over 100 moderately large data sets from disciplines ranging from Biology, Ecology and Environmental Science to Medicine, Law, Military and Social Sciences.
  • A parallel discussion of analyses with the normal density, proportions (binomial), counts (Poisson) and bootstrap methods.
  • Two extensive indexes that include references to every R function (and its arguments and packages used in the book) and to every introduced concept.

An accompanying Wiki website, http://turtle.gis.umn.edu includes all the scripts and data used in the book. The website also features a solutions manual, providing answers to all of the exercises presented in the book. Visitors are invited to download/upload data and scripts and share comments, suggestions and questions with other visitors. Students, researchers and practitioners will find this to be both a valuable learning resource in statistics and R and an excellent reference book.

商品描述(中文翻譯)

R,一個開源軟體,已成為事實上的統計計算環境。它具有出色的數據操作和圖形能力。它是可擴展的,並且附帶了大量的套件,可以在各個層次上進行統計分析,從簡單到高級,並且應用於包括醫學、遺傳學、生物學、環境科學、地質學、社會科學等眾多領域。該軟體由學者和專業人士維護和開發,因此不斷演進和更新。《統計與R的數據》提供了一個使用R進行數據操作、統計分析和圖形呈現的易於理解的指南。

假設讀者對統計學或R沒有任何先備知識,本書包括以下內容:
- 對R語言的全面介紹。
- 整合的方法來導入和準備數據進行分析,探索和分析數據,以及呈現結果。
- 超過300個例子,包括對全書中使用的R腳本的詳細解釋。
- 超過100個中等大小的數據集,涵蓋生物學、生態學、環境科學、醫學、法律、軍事和社會科學等多個學科。
- 對正態密度、比例(二項式)、計數(泊松)和自助法進行分析的並行討論。
- 兩個詳盡的索引,包括對書中每個R函數(以及其參數和使用的套件)和每個引入的概念的參考。

附帶的Wiki網站http://turtle.gis.umn.edu包含了書中使用的所有腳本和數據。該網站還提供了解題手冊,提供了書中所有練習的答案。讀者可以下載/上傳數據和腳本,並與其他訪客分享評論、建議和問題。學生、研究人員和從業人員將發現這是一個寶貴的統計和R學習資源,也是一本優秀的參考書。