Statistics and Data with R: An applied approach through examples (Hardcover)
暫譯: 使用 R 的統計與數據:透過範例的應用方法 (精裝版)

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 是一款開源軟體,已成為事實上的統計計算環境。它擁有出色的數據處理和圖形功能。R 是可擴展的,並且配備了大量的套件,允許在各個層次進行統計分析——從簡單到高級——並涵蓋包括醫學、遺傳學、生物學、環境科學、地質學、社會科學等眾多領域。該軟體由學術界和專業人士維護和開發,因此不斷演進並保持最新狀態。《Statistics and Data with R》提供了一本易於理解的指南,介紹如何使用 R 進行數據處理、統計分析和圖形展示。

假設讀者對統計學或 R 沒有任何先前的知識,本書包括:
- R 語言的全面介紹。
- 一個綜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 個範例,包括對整本書中使用的 R 腳本的詳細解釋。
- 超過 100 個中等規模的數據集,涵蓋生物學、生態學和環境科學到醫學、法律、軍事和社會科學等學科。
- 對正態密度、比例(二項式)、計數(泊松)和自助法的分析進行平行討論。
- 兩個詳細的索引,包括對每個 R 函數(及其參數和本書中使用的套件)和每個介紹概念的參考。

一個配套的 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,提供書中所有練習的答案。訪客被邀請下載/上傳數據和腳本,並與其他訪客分享評論、建議和問題。學生、研究人員和實務工作者將會發現這是一本在統計學和 R 方面的寶貴學習資源,也是一本優秀的參考書。