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Beschreibung
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.
Theory and Applications
Theory and Applications
Details
| Verlag | Springer International Publishing |
| Ersterscheinung | 21. September 2023 |
| Maße | 21 cm x 14.8 cm |
| Gewicht | 698 Gramm |
| Format | Hardcover |
| ISBN-13 | 9783031358784 |
| Seiten | 412 |