Introduction to Political Analysis in R
暫譯: R語言政治分析入門

Kilburn, H. Whitt

  • 出版商: CRC
  • 出版日期: 2025-08-01
  • 售價: $2,380
  • 貴賓價: 9.5$2,261
  • 語言: 英文
  • 頁數: 412
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1032556587
  • ISBN-13: 9781032556581
  • 尚未上市,無法訂購

相關主題

商品描述

Introduction to Political Analysis in R is a comprehensive guide for students and researchers eager to delve into the intersection of data science, statistics, and political science. Aimed at equipping readers with the essential quantitative skills to analyze political data, the book bridges practical coding techniques in R with foundational statistical concepts, emphasizing real-world applications in politics.

The text adopts a progressive structure, beginning with the basics of R and data manipulation before advancing to more complex topics such as data visualization, spatial analysis, text analysis, and modeling. Through accessible language and engaging examples--ranging from U.S. election forecasting to global development trends--it demystifies complex analytical methods. Each chapter integrates coding exercises and real-world datasets to reinforce learning, fostering independent data analysis skills.

Designed for undergraduate political science majors, this book is also a valuable resource for anyone seeking to understand data-driven political analysis, whether for academic research, professional development, or personal curiosity.

Key features include:

  • Integrates data science and statistics with a political science focus, offering hands-on coding practice using the R programming language.
  • Provides real-world datasets and step-by-step exercises, enabling students to directly apply concepts to political phenomena such as gerrymandering.
  • Features a progressive chapter structure, progressing from foundational data handling to advanced methods like text analysis, spatial mapping, and linear modeling.
  • Emphasizes accessible coding for beginners, fostering self-sufficiency in data analysis without requiring prior statistical expertise.
  • Bridges theory and application with examples that engage students' interest in politics while developing transferable analytical skills.

商品描述(中文翻譯)

R語言的政治分析入門》是一本全面的指南,適合渴望深入數據科學、統計學與政治學交集的學生和研究者。這本書旨在為讀者提供分析政治數據所需的基本定量技能,將R語言中的實用編碼技術與基礎統計概念相結合,強調在政治領域的實際應用。

本書採用漸進式結構,從R語言的基礎和數據處理開始,然後進入更複雜的主題,如數據視覺化、空間分析、文本分析和建模。通過易於理解的語言和引人入勝的範例——從美國選舉預測到全球發展趨勢——它揭開了複雜分析方法的神秘面紗。每一章都整合了編碼練習和真實世界的數據集,以加強學習,培養獨立的數據分析技能。

這本書專為本科政治學專業的學生設計,同時也是任何希望理解數據驅動的政治分析的寶貴資源,無論是為了學術研究、專業發展還是個人好奇心。

主要特點包括:
- 將數據科學和統計學與政治學焦點相結合,提供使用R編程語言的實踐編碼練習。
- 提供真實世界的數據集和逐步練習,使學生能夠將概念直接應用於政治現象,如選區劃分(gerrymandering)。
- 特點是漸進式的章節結構,從基礎數據處理進展到文本分析、空間映射和線性建模等高級方法。
- 強調初學者可接觸的編碼,培養在不需要先前統計專業知識的情況下進行數據分析的自給自足能力。
- 通過引人入勝的範例將理論與應用相結合,激發學生對政治的興趣,同時發展可轉移的分析技能。

作者簡介

H. Whitt Kilburn is Associate Professor of Political Science, Grand Valley State University, Allendale, Michigan.

作者簡介(中文翻譯)

H. Whitt Kilburn 是美國密西根州阿倫代爾的格蘭德谷州立大學政治學副教授。