This book comprehensively explores the intersection between AI and neurology, focusing on the application of generative models in diagnosing, treating, and managing neurodegenerative diseases. It includes principles of generative AI, its function in neuroimaging, biomarker identification, medication development, and tailored treatment options. It examines how these advanced AI approaches are leveraged to increase the detection and treatment of neurodegenerative illnesses. The concepts are supported by case studies and examples.
Features:
Focusses on the emerging field of generative models in neurology.
Presents interdisciplinary approach bridging AI and medical applications.
Examines the ability of neural diffusion models to generate genuine data to enhance healthcare AI.
Discusses tools for the adaptation and augmentation of medical images and healthcare data domains.
Includes case studies and practical impacts.
This book is aimed at graduate students and researchers in biomedical and computer engineering, artificial intelligence, and health informatics.
1. The Power of Generative Models: Theoretical Essentials, Foundations and Applications
2. Overview of Current Technologies in Neurology with AI
3. Unlocking Neural Pathways: Large Language Models Pioneering Innovative Treatments in Neurodegenerative Diseases
4. A Novel Framework for AI-Powered Cognitive Tests for Improved Early Awareness in Alzheimer’s Disease
5. Generative AI for Biomarkers Discovery Identifies Early Signs of Disease
6. Improved Early Awareness: Parkinson’s Disease, ALS, Alzheimer’s Disease
7. Future of Early Diagnosis: Artificial Intelligence’s Role in Neurodegenerative Disease Detection
8. Enhancing Seizure Prediction, Diagnosis, and Treatment Using Artificial Intelligence in Epilepsy Intervention
9. Advancing Parkinson’s Disease Detection: A Raw Voice Waveform Approach with Generative AI Augmentation
10. Early Alzheimer’s Disease Diagnosis Using Generative AI and a Hybrid Capsule Network with Attention Mechanism
11. Custom Deep Neural Network for Early Detection of Neurodegenerative Disorders: A Multimodal Approach
12. Integration of Generative AI with Personalized Medicine in Neurology
13. Using Generative Artificial Intelligence in Neurodegenerative Disease Management
14. Exploring the Role of Generative AI Models in Neurodegenerative Disease Estimation
15. The Generative AI Revolution in Neurodegenerative Disease Research: Navigating Challenges, Embracing Opportunities
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