Advanced R: Data Programming and the Cloud

Matt Wiley, Joshua F. Wiley

  • 出版商: Apress
  • 出版日期: 2016-11-19
  • 售價: $2,010
  • 貴賓價: 9.5$1,910
  • 語言: 英文
  • 頁數: 279
  • 裝訂: Paperback
  • ISBN: 1484220765
  • ISBN-13: 9781484220764
  • 相關分類: R 語言
  • 無法訂購

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商品描述

Program for data analysis using R and learn practical skills to make your work more efficient. This book covers how to automate running code and the creation of reports to share your results, as well as writing functions and packages. Advanced R is not designed to teach advanced R programming nor to teach the theory behind statistical procedures. Rather, it is designed to be a practical guide moving beyond merely using R to programming in R to automate tasks.

This book will show you how to manipulate data in modern R structures and includes connecting R to data bases such as SQLite, PostgeSQL, and MongoDB. The book closes with a hands-on section to get R running in the cloud. Each chapter also includes a detailed bibliography with references to research articles and other resources that cover relevant conceptual and theoretical topics.


What You Will Learn
  • Write and document R functions
  • Make an R package and share it via GitHub or privately
  • Add tests to R code to insure it works as intended
  • Build packages automatically with GitHub
  • Use R to talk directly to databases and do complex data management
  • Run R in the Amazon cloud
  • Generate presentation-ready tables and reports using R

Who This Book Is For

Working professionals, researchers, or students who are familiar with R and basic statistical techniques such as linear regression and who want to learn how to take their R coding and programming to the next level.

商品描述(中文翻譯)

使用R進行數據分析並學習實用技巧,使您的工作更高效。本書介紹了如何自動運行代碼和創建報告以分享結果,以及編寫函數和包。《Advanced R》不是設計用於教授高級R編程或統計程序背後的理論。相反,它旨在成為一本實用指南,超越僅僅使用R來自動化任務。

本書將向您展示如何在現代R結構中操作數據,包括將R連接到SQLite、PostgeSQL和MongoDB等數據庫。本書以在雲端運行R的實踐部分結束。每章還包括一個詳細的參考書目,其中包含涵蓋相關概念和理論主題的研究文章和其他資源。

您將學到什麼
- 編寫和記錄R函數
- 創建R包並通過GitHub或私下分享
- 對R代碼添加測試以確保其按預期工作
- 使用GitHub自動構建包
- 使用R直接與數據庫交互並進行複雜的數據管理
- 在Amazon雲端運行R
- 使用R生成演示用的表格和報告

本書適合對象
熟悉R和基本統計技術(如線性回歸)的工作專業人士、研究人員或學生,希望了解如何將R編碼和編程提升到更高的水平。