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.

chapter Chapter 2|29 pages

Decision Support Systems for Healthcare based on Probabilistic Graphical Models: A Survey and Perspective

ByAli Raza, Kim Phuc Tran, Ludovic Koehl, Shujun Li

chapter Chapter 3|28 pages

Decision Support Systems for Anomaly Detection with the Applications in Smart Manufacturing: A Survey and Perspective

ByQuoc-Thông Nguyen, Tung Nhi Tran, Cédric Heuchenne, Kim Phuc Tran

chapter Chapter 4|26 pages

Decision Support System for Complex Systems Risk Assessment with Bayesian Networks

ByAyeley Tchangani

chapter Chapter 6|17 pages

Decision Support Systems for Textile Manufacturing Process with Machine Learning

ByZaohao Lu, Zhenglei He, Kim Phuc Tran, Sebastien Thomassey, Xianyi Zeng, Mengna Hong

chapter Chapter 7|60 pages

Anomaly Detection Enables Cybersecurity with Machine Learning Techniques

ByTruong Thu Huong, Nguyen Minh Dan, Le Anh Quang, Nguyen Xuan Hoang, Le Thanh Cong, Kieu-Ha Phung, Kim Phuc Tran

chapter Chapter 8|32 pages

Machine Learning for Compositional Data Analysis in Support of the Decision Making Process

ByThi Thuy Van Nguyen, Cédric Heuchenne, Kim Phuc Tran

chapter Chapter 9|36 pages

Decision Support System with Genetic Algorithm for Economic Statistical Design of Nonparametric Control Chart

ByAlejandro Marcos Alvarez, Cédric Heuchenne, Phuong Hanh Tran, Alireza Faraz

chapter Chapter 10|20 pages

Jamming Detection in Electromagnetic Communication with Machine Learning: A Survey and Perspective

ByJonathan Villain, Virginie Deniau, Christophe Gransart

chapter Chapter 12|17 pages

Enabling Smart Supply Chain Management with Artificial Intelligence

ByThi Hien Nguyen, Huu Du Nguyen, Kim Duc Tran, Dinh Duy Kha Nguyen, Kim Phuc Tran