Forecasting with Artificial Intelligence: Theory and Applications
暫譯: 人工智慧預測：理論與應用
Hamoudia, Mohsen, Makridakis, Spyros, Spiliotis, Evangelos
- 出版商: Palgrave MacMillan
- 出版日期: 2024-10-08
- 售價: $7,940
- 貴賓價: 9.5 折 $7,543
- 語言: 英文
- 頁數: 412
- 裝訂: Quality Paper - also called trade paper
- ISBN: 3031358813
- ISBN-13: 9783031358814
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相關分類:
人工智慧
無法訂購
相關主題
商品描述
This book is a comprehensive guide that explores the intersection of artificial intelligence and forecasting, providing the latest insights and trends in this rapidly evolving field.
The book contains fourteen chapters covering a wide range of topics, including the concept of AI, its impact on economic decision-making, traditional and machine learning-based forecasting methods, challenges in demand forecasting, global forecasting models, meta-learning and feature-based forecasting, ensembling, deep learning, scalability in industrial and optimization applications, and forecasting performance evaluation. With key illustrations, state-of-the-art implementations, best practices, and notable advances, this book offers practical insights into the theory and practice of AI-based forecasting. This book is a valuable resource for anyone involved in forecasting, including forecasters, statisticians, data scientists, business analysts, or decision-makers.
商品描述(中文翻譯)
這本書是一本全面的指南，探討人工智慧與預測之間的交集，提供這個快速發展領域的最新見解和趨勢。
本書包含十四章，涵蓋廣泛的主題，包括人工智慧的概念、其對經濟決策的影響、傳統與基於機器學習的預測方法、需求預測中的挑戰、全球預測模型、元學習與基於特徵的預測、集成學習、深度學習、在工業與優化應用中的可擴展性，以及預測性能評估。透過關鍵插圖、最先進的實作、最佳實踐和顯著的進展，本書提供了有關基於人工智慧的預測理論與實踐的實用見解。這本書對於任何參與預測的人士都是一個寶貴的資源，包括預測員、統計學家、數據科學家、商業分析師或決策者。
作者簡介
Mohsen Hamoudia is CEO since 2020 of PREDICONSULT (Data and Predictive Analytics), Paris. He is a consultant to several consulting companies in Europe and the US. His research is primarily focused on economics and empirical aspects of forecasting in air transportation, telecommunications, IT (Information and Technologies), social networking, and innovation and new technologies
Spyros Makridakis is a Professor at the University of Nicosia and the founder of the Makridakis Open Forecasting Center (MOFC). He is also an Emeritus Professor at INSEAD, he joined in 1970. He has authored/co-authored, 27 books/special and more than 360 articles. He was the founding editor-in-chief of the Journal of Forecasting and the International Journal of Forecasting and is the organizer of the renowned M (Makridakis) competitions.Evangelos Spiliotis is a Research Fellow at the Forecasting & Strategy Unit, National Technical University of Athens. Hisresearch focuses on time series forecasting with machine learning, while his work on tools for management support. He has co-organized the M4, M5, and M6 forecasting competitions.
作者簡介(中文翻譯)
Mohsen Hamoudia 自2020年起擔任 PREDICONSULT（數據與預測分析）巴黎的執行長。他是多家歐洲和美國顧問公司的顧問。他的研究主要集中在經濟學以及航空運輸、電信、IT（資訊與技術）、社交網絡、創新和新技術的預測實證方面。
Spyros Makridakis 是尼科西亞大學的教授，也是 Makridakis 開放預測中心（MOFC）的創始人。他同時也是 INSEAD 的名譽教授，自1970年加入以來。他已經撰寫或合著了27本書籍/專著以及超過360篇文章。他是《預測期刊》（Journal of Forecasting）和《國際預測期刊》（International Journal of Forecasting）的創始主編，並且是著名的 M（Makridakis）競賽的組織者。
Evangelos Spiliotis 是雅典國立技術大學預測與策略單位的研究員。他的研究專注於使用機器學習進行時間序列預測，同時也致力於管理支持工具的開發。他共同組織了 M4、M5 和 M6 預測競賽。
