Machine Learning and Probabilistic Graphical Models for Decision Support Systems
- المؤلف
- Kim Phuc Tran
- سنة النشر
- 2022
- الناشر
- CRC Press
- لغة الملف
- انكليزي
- نوع الملف
- Book
- تصنيف الكتاب
- Computer Science
- تحميل الكتاب قراءة الكتاب
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.
الكلمات المفتاحية: Artificial intelligence Industrial applications / Machine Theory / Decision making Graphic methods / Decision support systems / Probability & Statistics / Machine learning / Supply chain management / Compositional Data Analysis / Genetic Algorithm / Jamming detection
