Introduction to Statistical Computing and Visualization Using R
暫譯: 使用 R 的統計計算與視覺化入門
Rathi, Megha
- 出版商: CRC
- 出版日期: 2025-05-01
- 售價: $5,500
- 貴賓價: 9.5 折 $5,225
- 語言: 英文
- 頁數: 408
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 1032772816
- ISBN-13: 9781032772813
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商品描述
The book provides a foundational guide to statistical computing and visualisation Using R programming with an emphasis on practical data analysis skills that are directly applicable to diverse fields like finance, defence, health, and education. It uniquely combines a thorough explanation of basic constructs with advanced topics such as data visualisation, statistical modeling, and probability, making it accessible yet comprehensive for learners across disciplines. This approach allows readers not only to build essential R skills but also to apply them to real-world scenarios, equipping students and professionals from various disciplines with versatile analytical tools. It offers a comprehensive yet approachable introduction for students and scholars from various disciplines using R.
- Includes practical and interactive elements such as quizzes, coding exercises, and hands-on projects can provide an engaging and effective learning experience for readers
- Provides complete code solutions to every problem presented, including detailed answers to even the most complex questions
- Presents case studies that can help contextualize the concepts covered in the book by showing how they are used in specific industries, fields, or contexts
- Offers application based practical data analysis with cases in various fields and sectors, such as finance, healthcare, and marketing
- Focuses on best practices and efficient coding techniques, improving productivity and maintainability of R code
商品描述(中文翻譯)
本書提供了使用 R 語言進行統計計算和視覺化的基礎指南，重點在於實用的數據分析技能，這些技能可直接應用於金融、國防、健康和教育等多個領域。它獨特地結合了基本概念的詳細解釋與高級主題，如數據視覺化、統計建模和概率，使其對各學科的學習者既易於理解又內容全面。這種方法不僅使讀者能夠建立基本的 R 技能，還能將其應用於現實世界的情境，為來自不同學科的學生和專業人士提供多功能的分析工具。它為使用 R 的各學科學生和學者提供了全面而易於接近的介紹。
- 包含實用和互動的元素，如測驗、編碼練習和實作專案，能為讀者提供引人入勝且有效的學習體驗。
- 為每個問題提供完整的程式碼解決方案，包括對即使是最複雜問題的詳細解答。
- 提供案例研究，幫助將書中涵蓋的概念置於具體行業、領域或情境中，以便更好地理解。
- 提供基於應用的實用數據分析案例，涵蓋金融、醫療保健和行銷等多個領域和部門。
- 專注於最佳實踐和高效的編碼技術，提高 R 程式碼的生產力和可維護性。
作者簡介
Dr. Megha Rathi is currently serving as an Assistant Professor (senior grade) in the Department of Computer Science at Jaypee Institute of Information Technology (JIIT), Noida, India. She holds a Ph.D. in Computer Science from Banasthali University and has over fifteen years of experience in teaching and research. Throughout her career, Dr. Rathi has contributed significantly to various research areas, including sustainable computing, data mining, data science analytics, health science, and machine learning. She has worked on key projects, such as the Xform generator at the National Informatics Centre (NIC), Delhi, and has experience in software development through her role as a Project Associate at the Indian Institute of Technology (IIT), Delhi. She has been actively involved in organizing special sessions at international conferences and has delivered invited talks. Additionally, she has organized numerous FDP's and workshops also guided numerous B.Tech/M.Tech/PhD students, playing a pivotal role in shaping their research and academic development.
作者簡介(中文翻譯)
梅哈·拉提博士目前擔任印度諾伊達的傑普資訊科技學院（Jaypee Institute of Information Technology, JIIT）計算機科學系的助理教授（高級職級）。她擁有巴納斯塔利大學（Banasthali University）的計算機科學博士學位，並在教學和研究方面擁有超過十五年的經驗。在她的職業生涯中，拉提博士在可持續計算、資料探勘、資料科學分析、健康科學和機器學習等多個研究領域做出了重要貢獻。她曾參與關鍵項目，例如在德里國家資訊中心（National Informatics Centre, NIC）工作的Xform生成器，並在德里印度理工學院（Indian Institute of Technology, IIT）擔任項目助理時積累了軟體開發的經驗。她積極參與國際會議的特別會議組織，並發表了受邀演講。此外，她還組織了多次教學發展計畫（FDP）和工作坊，並指導了眾多B.Tech/M.Tech/PhD學生，在他們的研究和學術發展中發揮了關鍵作用。
