Advanced Modeling and Data Challenges
暫譯: 進階建模與數據挑戰
Nguyen, Mike
- 出版商: Springer
- 出版日期: 2025-11-04
- 售價: $4,880
- 貴賓價: 9.5 折 $4,636
- 語言: 英文
- 頁數: 449
- 裝訂: Hardcover - also called cloth, retail trade, or trade
- ISBN: 3032017181
- ISBN-13: 9783032017185
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相關分類:
機率統計學 Probability-and-statistics
海外代購書籍(需單獨結帳)
相關主題
商品描述
This volume addresses the complexities of real-world data analysis, offering clear guidance through common challenges such as missing data, model specification, variable selection, and hypothesis testing. It also introduces tools for deeper interpretation--including marginal effects, interaction (moderation), and mediation analysis--to help uncover nuanced relationships in data.
Ideal for both learners deepening their understanding and practitioners refining their techniques, this volume blends statistical theory with applied insight. Readers are equipped to navigate ambiguity, confront data imperfections, and extract actionable meaning. With practical examples and an emphasis on analytical reasoning, this book supports coursework, exam review, and professional development alike--making it an essential resource for building confidence in modern data analysis.商品描述(中文翻譯)
本卷探討現實世界數據分析的複雜性，提供針對常見挑戰的清晰指導，例如缺失數據、模型規範、變數選擇和假設檢驗。它還介紹了更深入解釋的工具，包括邊際效應、互動（調節）和中介分析，以幫助揭示數據中的細微關係。
本書非常適合希望深化理解的學習者和精進技術的實務工作者，將統計理論與應用見解相結合。讀者將能夠應對模糊性、面對數據不完美，並提取可行的意義。
透過實用的範例和對分析推理的強調，本書支持課程學習、考試複習和專業發展，成為建立現代數據分析信心的必備資源。
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）是一位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。
