Introduction to Data Science in Biostatistics: Using R, the Tidyverse Ecosystem, and APIs

Macfarland, Thomas W.

  • 出版商: Springer
  • 出版日期: 2024-05-11
  • 售價: $5,160
  • 貴賓價: 9.5$4,902
  • 語言: 英文
  • 頁數: 528
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 303146382X
  • ISBN-13: 9783031463822
  • 相關分類: 機率統計學 Probability-and-statisticsData Science
  • 海外代購書籍(需單獨結帳)

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商品描述

Introduction to Data Science in Biostatistics: Using R, the Tidyverse Ecosystem, and APIs defines and explores the term "data science" and discusses the many professional skills and competencies affiliated with the industry. With data science being a leading indicator of interest in STEM fields, the text also investigates this ongoing growth of demand in these spaces, with the goal of providing readers who are entering the professional world with foundational knowledge of required skills, job trends, and salary expectations.

The text provides a historical overview of computing and the field's progression to R as it exists today, including the multitude of packages and functions associated with both Base R and the tidyverse ecosystem. Readers will learn how to use R to work with real data, as well as how to communicate results to external stakeholders. A distinguishing feature of this text is its emphasis on the emerging use of APIs to obtain data.

商品描述(中文翻譯)

《生物統計學中的資料科學入門:使用R、Tidyverse生態系統和API》定義並探討了「資料科學」這個術語,並討論了與這個行業相關的許多專業技能和能力。由於資料科學是對STEM領域興趣的領先指標,本書還調查了這些領域需求的持續增長,旨在為即將進入職業世界的讀者提供所需技能、就業趨勢和薪資期望的基礎知識。

本書提供了計算的歷史概述,以及該領域發展至今的R語言,包括與Base R和tidyverse生態系統相關的眾多套件和函數。讀者將學習如何使用R處理真實數據,以及如何向外部利益相關者傳達結果。本書的一個獨特特點是強調使用API獲取數據的新興應用。

作者簡介

Thomas W. MacFarland, Ed.D., is senior research associate (Office of Institutional Effectiveness) and associate professor (College of Computing and Engineering) at Nova Southeastern University, Fort Lauderdale, Florida. Dr. MacFarland maintains an active research agenda, using R for data organization, statistical analyses, and graphical presentations.

作者簡介(中文翻譯)

Thomas W. MacFarland博士是佛羅里達州Fort Lauderdale的Nova Southeastern University的高級研究助理(機構效能辦公室)和副教授(計算和工程學院)。MacFarland博士保持著一個活躍的研究議程,使用R進行數據組織、統計分析和圖形呈現。