R for Political Data Science: A Practical Guide
暫譯: R 在政治數據科學中的應用:實用指南

Urdinez, Francisco, Cruz, Andres

  • 出版商: CRC
  • 出版日期: 2020-11-18
  • 售價: $5,510
  • 貴賓價: 9.5$5,235
  • 語言: 英文
  • 頁數: 460
  • 裝訂: Hardcover - also called cloth, retail trade, or trade
  • ISBN: 0367818892
  • ISBN-13: 9780367818890
  • 相關分類: R 語言Data Science
  • 海外代購書籍(需單獨結帳)

商品描述

R for Political Data Science: A Practical Guide is a handbook for political scientists new to R who want to learn the most useful and common ways to interpret and analyze political data. It was written by political scientists, thinking about the many real-world problems faced in their work. The book has 16 chapters and is organized in three sections. The first, on the use of R, is for those users who are learning R or are migrating from another software. The second section, on econometric models, covers OLS, binary and survival models, panel data, and causal inference. The third section is a data science toolbox of some the most useful tools in the discipline: data imputation, fuzzy merge of large datasets, web mining, quantitative text analysis, network analysis, mapping, spatial cluster analysis, and principal component analysis.

Key features:

  • Each chapter has the most up-to-date and simple option available for each task, assuming minimal prerequisites and no previous experience in R
  • Makes extensive use of the Tidyverse, the group of packages that has revolutionized the use of R
  • Provides a step-by-step guide that you can replicate using your own data
  • Includes exercises in every chapter for course use or self-study
  • Focuses on practical-based approaches to statistical inference rather than mathematical formulae
  • Supplemented by an R package, including all data

As the title suggests, this book is highly applied in nature, and is designed as a toolbox for the reader. It can be used in methods and data science courses, at both the undergraduate and graduate levels. It will be equally useful for a university student pursuing a PhD, political consultants, or a public official, all of whom need to transform their datasets into substantive and easily interpretable conclusions.

商品描述(中文翻譯)

《R for Political Data Science: A Practical Guide》是一本針對新接觸 R 語言的政治科學家的手冊,旨在教授解釋和分析政治數據的最有用和常見的方法。這本書由政治科學家撰寫,考慮到他們在工作中面臨的許多現實問題。全書共分為 16 章,並組織為三個部分。第一部分關於 R 的使用,適合正在學習 R 或從其他軟體轉移過來的用戶。第二部分涵蓋計量經濟模型,包括 OLS、二元和生存模型、面板數據以及因果推斷。第三部分則是數據科學工具箱,介紹該領域中一些最有用的工具:數據插補、大型數據集的模糊合併、網路挖掘、定量文本分析、網絡分析、地圖製作、空間聚類分析和主成分分析。

主要特點:
- 每一章都提供了針對每個任務的最新和最簡單的選擇,假設讀者具備最少的先備知識,且沒有 R 的先前經驗。
- 大量使用 Tidyverse,這是一組徹底改變 R 使用方式的套件。
- 提供逐步指南,讀者可以使用自己的數據進行複製。
- 每一章都包含練習題,適合課程使用或自學。
- 專注於基於實踐的統計推斷方法,而非數學公式。
- 附有一個 R 套件,包含所有數據。

正如書名所示,這本書具有高度的應用性,旨在為讀者提供工具箱。它可以用於本科和研究生層級的研究方法和數據科學課程。對於追求博士學位的大學生、政治顧問或公職人員來說,這本書同樣有用,因為他們都需要將數據集轉化為實質且易於解釋的結論。

作者簡介

This book is edited by Francisco Urdinez, Assistant Professor at the Institute of Political Science of the Pontifical Catholic University of Chile, and Andrés Cruz, Adjunct Instructor at the same institution. Most of the authors who contributed with chapters to this volume are political scientists affiliated to the Institute of Political Science of the Pontifical Catholic University of Chile, and many are researchers and collaborators of the Millennium Data Foundation Institute, an institution that aims at gathering, cleaning and analyzing public data to support public policy. Andrew Heiss is affiliated to Georgia State University Andrew Young School of Policy Studies and he joined this project contributing with a chapter on causal inference. Above all, all the authors are keen users of R.

作者簡介(中文翻譯)

本書由智利天主教大學政治科學研究所的助理教授Francisco Urdinez和該機構的兼任講師Andrés Cruz編輯。大多數為本卷貢獻章節的作者都是隸屬於智利天主教大學政治科學研究所的政治學家,許多人是千禧數據基金會研究所的研究員和合作者,該機構旨在收集、清理和分析公共數據,以支持公共政策。Andrew Heiss隸屬於喬治亞州立大學Andrew Young政策研究學院,他參與了本項目並貢獻了一章有關因果推斷的內容。最重要的是,所有作者都是R的熱心用戶。