The International Research Institute for Artificial Intelligence and Data Science (IAD) is pleased to present the book "Machine Learning and Probabilistic Graphical Models for Decision Support Systems” is edited by Senior Associate Professor Kim Phuc Tran, ENSAIT & GEMTEX, University of Lille, France, the Senior Scientific Advisor of Dong A University and IAD.

About the book
Overview

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.

List of chapters are writen by IAD members

1/ Decision Support Systems for Anomaly Detection with the Applications in Smart Manufacturing: a survey and perspective
2/ Decision Support System using LSTM with bayesian optimization for Predictive Maintenance: Remaining Useful Life Prediction
3/Machine learning for compositional data analysis in Support of the Decision Making Process
4/ Enabling Smart Supply Chain Management with Artificial Intelligence
5/ Decision Support Systems for Anomaly Detection with the Applications in Smart Manufacturing: a survey and perspective

Contributors

This book is contributed by IAD members and other researchers in the field from universities in Europe. 

IAD members: 

- Dr. Huu Du Nguyen
The Director of IAD, Dong A University
- Dr. Quoc Thong Nguyen
The Vice Director of IAD, Dong A University
- Dr. Thi Hien Nguyen
The Visiting Researcher of IAD, Dong A University
- PhD. Student. Thi Thuy Van Nguyen
The lecturer - researcher of IAD, Dong A University
- Engineer. Tung Nhi Tran
The researcher of IAD, Dong A University
- M.S. Kim Duc Tran
The researcher of IAD, Dong A University

Readers can find out more information about the book at the website Taylor & Francis Group:
Machine Learning and Probabilistic Graphical Models for Decision Support Systems