Forecasting with Artificial Intelligence: Theory and Applications

Forecasting with Artificial Intelligence: Theory and Applications

Author
Mohsen Hamoudia, Spyros Makridakis, Evangelos Spiliotis
Publisher
Palgrave Macmillan
Language
English
Year
2023
Page
594
ISBN
9783031358784,9783031358791
File Type
pdf
File Size
7.0 MiB

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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