Xai Based Intelligent Systems for Society 5.0

ISBN-13: 9780323953153 / Angielski / Miękka / 2023

Fadi Al-Turjman; Anand Nayyar; Mohd Naved

Opis

XAI Based Intelligent Systems for Society 5.0 focuses on the development and analysis of Explainable Artificial Intelligence (XAI)-based models and intelligent systems that can be utilized for Society 5.0—characterized by a knowledge intensive, data driven, and non-monetary society. The book delves into the issues of transparency, explainability, data fusion, and interpretability, which are significant for the development of a super smart society and are addressed through XAI-based models and techniques. XAI-based deep learning models, fuzzy and hybrid intelligent systems, expert systems, and intrinsic explainable models in the context of Society 5.0 are presented in detail.The book also addresses—using XAI-based intelligent techniques—the privacy issues intrinsic in storing huge amounts of data or information in virtual space. The concept of Responsible AI, which is at the core of the future direction of XAI for Society 5.0, is also explored in this book. Finally, the application areas of XAI, including relevant case studies, are presented in the concluding chapter. This book serves as a valuable resource for graduate/post graduate students, academicians, analysts, computer scientists, engineers, researchers, professionals, and other personnel working in the area of artificial intelligence, machine learning, and intelligent systems, who are interested in creating a people-centric smart society.

Spis treści

1. Paradigm Shift from AI To XAI Of Society 5.0: Machine-Centric To Human-Centric
2. Towards Explainable Artificial Intelligence: History, Present Scenarios and Future Trends
3. Need for Explainable Artificial Intelligence Ethnic Decision Making in Society 5.0
4. Explainable AI for Deep Learning Model on PCOD Analysis
5. Society 5.0 and Explainable Artificial Intelligence - Implications
6. XAI in Human Motion Recognition and Analysis for Envisioning Society: A Systematic Review
7. Envisioning Towards Modernization of Society 5.0- A Prospective Glimpse on Status, Opportunities, and Challenges With XAI
8. XAI for Society 5.0: Requirements, Opportunities, and Challenges in the Current Context
9. Role of XAI in building a Super Smart Society 5.0
10. XAI in Society 5.0 Through the Lens of Marketing and HRM
11. Explainable Multi-Agent Systems-based Decision Support System Using Blockchain Technology
12. Explainable Sentiment Analysis on Product Review using Hugging-Face Transformer
13. Security and Privacy Aspects in Intelligence Systems Through Blockchain and Explainable AI