Regression Techniques for Data Analysis
暫譯: 數據分析的迴歸技術
Nguyen, Mike
- 出版商: Springer
- 出版日期: 2026-02-11
- 售價: $5,410
- 貴賓價: 9.5 折 $5,139
- 語言: 英文
- 頁數: 670
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 303201834X
- ISBN-13: 9783032018342
-
相關分類:
Data-mining
海外代購書籍(需單獨結帳)
相關主題
商品描述
This volume explores regression analysis as the backbone of statistical modeling, offering readers a versatile and robust framework for analyzing relationships in data. From foundational linear models to more complex non-linear, generalized linear, mixed, and nonparametric approaches, this volume provides a comprehensive toolkit for real-world applications.
Designed for both first-time learners and experienced analysts seeking a refresher, the book emphasizes model diagnostics, interpretation, and predictive accuracy. Its intuitive explanations, paired with hands-on examples, make it ideal for students studying for exams, professionals updating their skills, or researchers applying models in practice. With applications across marketing analytics, financial forecasting, and management science, this volume bridges theory and practice to support data-driven decision-making in diverse fields.商品描述(中文翻譯)
本卷探討迴歸分析作為統計建模的基礎，為讀者提供一個多功能且穩健的框架來分析數據中的關係。從基礎的線性模型到更複雜的非線性、廣義線性、混合及非參數方法，本卷提供了一套全面的工具包以應用於現實世界的情境。
本書設計適合初學者及尋求複習的經驗分析師，強調模型診斷、解釋及預測準確性。其直觀的解釋搭配實作範例，使其成為準備考試的學生、更新技能的專業人士或在實踐中應用模型的研究者的理想選擇。
本卷涵蓋行銷分析、財務預測及管理科學等應用，將理論與實踐相結合，以支持各領域的數據驅動決策。
作者簡介
Dr. Mike Nguyen is a professor of marketing and data science whose research is deeply informed by active collaborations with firms in telecommunications, financial institutions, and digital platforms. He teaches data analytics and causal inference at both undergraduate and graduate levels, with an emphasis on business applications in marketing, finance, and strategic decision-making. His work integrates econometrics, machine learning, and experimental design to tackle real-world problems. Dr. Nguyen designs research-based solutions in partnership with industry to inform both theory and practice.
作者簡介(中文翻譯)
麥克·阮博士（Dr. Mike Nguyen）是行銷與數據科學的教授，他的研究深受與電信公司、金融機構及數位平台的積極合作所啟發。他在本科及研究生階段教授數據分析和因果推斷，重點放在行銷、金融及策略決策中的商業應用。他的工作結合了計量經濟學、機器學習和實驗設計，以解決現實世界中的問題。阮博士與業界合作設計基於研究的解決方案，以促進理論與實務的發展。
