Generative AI, Large Language Models, Graph Neural Networks and Knowledge Graphs Applications

Buch | Softcover

632 Seiten

2026
Academic Press Inc (Verlag)
9780443445972 (ISBN)

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Generative AI, Large Language Models, Graph Neural Networks, and Knowledge Graphs Applications provides a comprehensive exploration of the transformative technologies reshaping artificial intelligence. The book bridges the gap between advanced AI concepts and their real-world applications, offering readers a robust understanding of how these technologies can solve complex, interdisciplinary problems. Sections cover the foundational principles of Generative AI, LLMs, GNNs, and Knowledge Graphs, highlighting their interconnections and collaborative potential. Through practical examples and real-world case studies, the book illustrates their applications across diverse fields such as healthcare and finance, making complex concepts accessible and actionable.

For academics, researchers, and industry professionals, it offers invaluable insights and practical guidance. By emphasizing hands-on learning and clear explanations, users will find the knowledge and skills necessary to navigate and implement cutting-edge AI technologies, thus ensuring they remain at the forefront of this rapidly evolving field.

Abdulhamit Subasi is a highly specialized expert in the fields of Artificial Intelligence, Machine Learning, and Biomedical Signal and Image Analysis and Security. His extensive expertise in applying machine learning across diverse domains is evident in his numerous contributions, including the authorship of multiple book chapters, as well as the publication of a substantial body of research in esteemed journals and conferences.

PART I: Key Technologies and Methodologies
1. Deep Learning and Neural Networks
2. Generative Models in Depth
3. Transformers and Attention Mechanisms
4. Understanding Large Language Models (LLMs)
5. Graph Neural Networks (GNNs) and Knowledge Graphs
6. Combining Generative AI and Large Language Models
7. Enhancing Knowledge Graphs with Generative AI
8. Graph Neural Networks for Knowledge Representation
9. AI-Powered Multimodal Systems: Combining Text, Graphs, and Images

PART II: Practical Applications and Case Studies in Healthcare
10. Alzheimer's Disease detection using KG, GNN and LLMs
11. Schizophrenia detection using KG, GNN and LLMs
12. Bipolar Disorder detection using KG, GNN and LLMs
13. Depression detection using KG, GNN and LLMs
14. Diabetes detection using KG, GNN and LLMs
15. Obesity detection using KG, GNN and LLMs
16. Coronary Artery Disease detection using KG, GNN and LLMs
17. Hypertension detection using KG, GNN and LLMs
18. Rheumatoid Arthritis detection using KG, GNN and LLMs
19. Systemic Lupus Erythematosus detection using KG, GNN and LLMs
20. Breast Cancer detection using KG, GNN and LLMs
21. Prostate Cancer detection using KG, GNN and LLMs
22. Colorectal Cancer detection using KG, GNN and LLMs
23. Parkinson's Disease detection using KG, GNN and LLMs
24. Amyotrophic Lateral Sclerosis detection using KG, GNN and LLMs
25. scRNA analysis using KG, GNN and LLMs
26. Social Media Text as a Tool for Monitoring Public Mental Health Trends: A Sentiment Analysis

PART III: Practical Applications and Case Studies in Cybersecurity
27. Malware Analysis using KG, GNN and LLMs
28. DDoS attack dataset against EV authentication using KG and GNN
29. Attack detection in Internet of Medical Things using KG and GNN
30. IDS in Internet of Vehicles (IoV) using KGs and GNN
31. EV charger attack detection using KG and GNN
32. Automatic Reasoning for Fact Verification Using KGs and Language Models
33. Attack detection in IoT environment using KGs and LLMs
34. Modbus attack detection using KG and GNN
35. LLM-based models to assess the accuracy of real/fake tweet detection

Erscheinungsdatum	22.11.2025
Reihe/Serie	Artificial Intelligence Applications in Healthcare and Medicine
Verlagsort	San Diego
Sprache	englisch
Maße	191 x 235 mm
Gewicht	450 g
Themenwelt	Informatik ► Theorie / Studium ► Künstliche Intelligenz / Robotik
Themenwelt	Naturwissenschaften ► Biologie
ISBN-13	9780443445972 / 9780443445972
Zustand	Neuware