Produktnummer:
18c909788f0b2e49048d7fe8453855bc3a
Themengebiete: | Algorithm Artificial Intelligence Data Mining Data Science Energy Finance Forecasting Machine Learning Predictive Analysis Supply-Chain Management |
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Veröffentlichungsdatum: | 08.10.2024 |
EAN: | 9783031358814 |
Sprache: | Englisch |
Seitenzahl: | 412 |
Produktart: | Kartoniert / Broschiert |
Herausgeber: | Hamoudia, Mohsen Makridakis, Spyros Spiliotis, Evangelos |
Verlag: | Springer International Publishing |
Untertitel: | Theory and Applications |
Produktinformationen "Forecasting with Artificial Intelligence"
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.

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