Applied Linear Regression for Business Analytics with R: A Practical Guide to Data Science with Case Studies

McGibney, Daniel P.

  • 出版商: Springer
  • 出版日期: 2024-06-03
  • 售價: $3,350
  • 貴賓價: 9.5$3,183
  • 語言: 英文
  • 頁數: 276
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 303121482X
  • ISBN-13: 9783031214820
  • 相關分類: R 語言Data Science
  • 海外代購書籍(需單獨結帳)

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商品描述

Applied Linear Regression for Business Analytics with R introduces regression analysis to business students using the R programming language with a focus on illustrating and solving real-time, topical problems. Specifically, this book presents modern and relevant case studies from the business world, along with clear and concise explanations of the theory, intuition, hands-on examples, and the coding required to employ regression modeling. Each chapter includes the mathematical formulation and details of regression analysis and provides in-depth practical analysis using the R programming language.

商品描述(中文翻譯)

《應用R進行商業分析的線性回歸》介紹了使用R程式語言進行回歸分析的方法,重點在於演示和解決實時、時事性的問題。本書特別提供了來自商業界的現代和相關案例研究,並清晰簡明地解釋了理論、直覺、實際示例和所需的編碼,以進行回歸建模。每章都包括回歸分析的數學公式和細節,並使用R程式語言進行深入的實際分析。

作者簡介

Dr. Daniel McGibney is an Assistant Professor of Professional Practice at the University of Miami Herbert Business School, USA. He currently teaches analytics to both graduate and undergraduate students. Over the years, he has taught many analytics and data science classes, ranging from Basic Statistics to Big Data Analytics and Deep Learning. He has taught Applied Linear Regression Analysis to students pursuing their MSBA, MBA, MST, and MAcc. He also actively oversees and mentors graduate capstone projects in Analytics for MSBA students, collaborating with Deloitte, Visa, Carnival, Citi, Experian, and many other companies. Dr. McGibney formerly served as the program director for the Herbert Business School's MSBA degree program. He advised students, oversaw admissions, expanded industry partnerships, and advanced the program curriculum during his tenure as program director.

作者簡介(中文翻譯)

Dr. Daniel McGibney是美國邁阿密大學赫伯特商學院的專業實踐助理教授。他目前教授研究生和本科生的分析課程。多年來,他教授過許多分析和數據科學課程,從基礎統計學到大數據分析和深度學習。他曾教授應用線性回歸分析給追求碩士商業分析學位(MSBA)、工商管理碩士(MBA)、科學碩士(MST)和會計碩士(MAcc)的學生。他還積極監督並指導MSBA學生在分析領域的畢業專題項目,與德勤、簽證、嘉年華、花旗銀行、Experian等許多公司合作。McGibney博士曾擔任赫伯特商學院MSBA學位課程的項目主任。在擔任項目主任期間,他指導學生、監督招生、擴展行業合作夥伴關係並推進課程發展。