finelybook
Machine Learning and Probabilistic Graphical Models for Decision Support Systems
Author: Kim Phuc Tran
Publisher Finelybook 出版社: CRC Press; 1st edition (Oct. 13 2022)
Language 语言: English
pages 页数: 318 pages
ISBN-10 书号: 1032039485
ISBN-13 书号: 9781032039480
Book Description
This book presents recent advancements in research, a review of new methods and techniques, and applications in decision support systems (DSS) with Machine Learning and Probabilistic Graphical Models, which are very effective techniques in gaining knowledge from Big Data and in interpreting decisions. It explores Bayesian network learning, Control Chart, Reinforcement Learning for multicriteria DSS, Anomaly Detection in Smart Manufacturing with Federated Learning, DSS in healthcare, DSS for supply chain management, etc. Researchers and practitioners alike will benefit from this book to enhance the understanding of machine learning, Probabilistic Graphical Models, and their uses in DSS in the context of decision making with uncertainty. The real-world case studies in various fields with guidance and recommendations for the practical applications of these studies are introduced in each chapter.
