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.
Kim Phuc Tran
Machine Learning and Probabilistic Graphical Models for Decision Support Systems [PDF ebook]
Machine Learning and Probabilistic Graphical Models for Decision Support Systems [PDF ebook]
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Ngôn ngữ Anh ● định dạng PDF ● Trang 330 ● ISBN 9781000771442 ● Biên tập viên Kim Phuc Tran ● Nhà xuất bản CRC Press ● Được phát hành 2022 ● Có thể tải xuống 3 lần ● Tiền tệ EUR ● TÔI 8474690 ● Sao chép bảo vệ Adobe DRM
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