Machine Learning and Probabilistic Graphical Models for Decision Support Systems

Description: Machine Learning and Probabilistic Graphical Models for Decision Support Systems by Kim Phuc Tran This book presents recent advancements in research, new methods and techniques, and applications in decision support systems (DSS) with Machine Learning and Probabilistic Graphical Models. The book undertakes to stimulate scientific exchange, ideas, and experiences in the field of DSS applications. FORMAT Paperback LANGUAGE English CONDITION Brand New Publisher 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. Author Biography Kim Phuc Tran is an Associate Professor of Artificial Intelligence and Data Science at ENSAIT & GEMTEX,University of Lille, France, and a Senior Scientific Advisor at Dong A University, Vietnam. He obtained a Ph.D. inAutomation and Applied Informatics at the University of Nantes, and an HDR (Dr. Habil.) in Computer Science andAutomation at the University of Lille, France. His research focuses on Artificial Intelligence and applications. He haspublished more than 60 papers in SCIE peer-reviewed international journals and proceedings of international conferences. He edited 3 books with Springer Nature and CRC Press, Taylor & Francis Group. Table of Contents 1. Introduction to Machine Learning and Probabilistic Graphical Models for Decision Support Systems 2. Decision Support Systems for Healthcare based on Probabilistic Graphical Models: A Survey and Perspective 3. Decision Support Systems for Anomaly Detection with the Applications in Smart Manufacturing: A Survey and Perspective 4. Decision Support System for Complex Systems Risk Assessment with Bayesian Networks 5. Decision Support System using LSTM with Bayesian Optimization for Predictive Maintenance: Remaining Useful Life Prediction 6. Decision Support Systems for Textile Manufacturing Process with Machine Learning 7. Anomaly Detection Enables Cybersecurity with Machine Learning Techniques 8. Machine Learning for Compositional Data Analysis in Support of the Decision Making Process 9. Decision Support System with Genetic Algorithm for Economic Statistical Design of Nonparametric Control Chart 10. Jamming Detection in Electromagnetic Communication with Machine Learning: A Survey and Perspective 11. Intellectual Support with Machine Learning for Decision-making in Garment Manufacturing Industry: A Review 12. Enabling Smart Supply Chain Management with Artificial Intelligence Details ISBN1032039507 Author Kim Phuc Tran Language English ISBN-10 1032039507 ISBN-13 9781032039503 Pages 318 Publisher Taylor & Francis Ltd Year 2024 Format Paperback Publication Date 2024-10-08 Imprint CRC Press Place of Publication London Country of Publication United Kingdom Alternative 9781032039480 Edited by Kim Phuc Tran DEWEY 658.4038 Illustrations 1 Tables, color; 46 Tables, black and white; 4 Line drawings, color; 80 Line drawings, black and white; 4 Halftones, color; 5 Halftones, black and white; 8 Illustrations, color; 85 Illustrations, black and white Audience Professional & Vocational UK Release Date 2024-10-08 We've got this At The Nile, if you're looking for it, we've got it. With fast shipping, low prices, friendly service and well over a million items - you're bound to find what you want, at a price you'll love! TheNile_Item_ID:161431202;

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