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

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 Methodologies1. Deep Learning and Neural Networks2. Generative Models in Depth3. Transformers and Attention Mechanisms4. Understanding Large Language Models (LLMs)5. Graph Neural Networks (GNNs) and Knowledge Graphs6. Combining Generative AI and Large Language Models7. Enhancing Knowledge Graphs with Generative AI8. Graph Neural Networks for Knowledge Representation9. AI-Powered Multimodal Systems: Combining Text, Graphs, and ImagesPART II: Practical Applications and Case Studies in Healthcare10. Alzheimer's Disease detection using KG, GNN and LLMs11. Schizophrenia detection using KG, GNN and LLMs12. Bipolar Disorder detection using KG, GNN and LLMs13. Depression detection using KG, GNN and LLMs14. Diabetes detection using KG, GNN and LLMs15. Obesity detection using KG, GNN and LLMs16. Coronary Artery Disease detection using KG, GNN and LLMs17. Hypertension detection using KG, GNN and LLMs18. Rheumatoid Arthritis detection using KG, GNN and LLMs19. Systemic Lupus Erythematosus detection using KG, GNN and LLMs20. Breast Cancer detection using KG, GNN and LLMs21. Prostate Cancer detection using KG, GNN and LLMs22. Colorectal Cancer detection using KG, GNN and LLMs23. Parkinson's Disease detection using KG, GNN and LLMs24. Amyotrophic Lateral Sclerosis detection using KG, GNN and LLMs25. scRNA analysis using KG, GNN and LLMs26. Social Media Text as a Tool for Monitoring Public Mental Health Trends: A Sentiment AnalysisPART III: Practical Applications and Case Studies in Cybersecurity27. Malware Analysis using KG, GNN and LLMs28. DDoS attack dataset against EV authentication using KG and GNN29. Attack detection in Internet of Medical Things using KG and GNN30. IDS in Internet of Vehicles (IoV) using KGs and GNN31. EV charger attack detection using KG and GNN32. Automatic Reasoning for Fact Verification Using KGs and Language Models33. Attack detection in IoT environment using KGs and LLMs34. Modbus attack detection using KG and GNN35. LLM-based models to assess the accuracy of real/fake tweet detection