Intelligent Precision Healthcare
eBook - ePub

Intelligent Precision Healthcare

Multimodal Generative AI for Neurodegenerative Disease Management

  1. 303 pages
  2. English
  3. ePUB (mobile friendly)
  4. Available on iOS & Android
eBook - ePub

Intelligent Precision Healthcare

Multimodal Generative AI for Neurodegenerative Disease Management

About this book

Artificial Intelligence (AI) is reshaping modern healthcare in remarkable ways. This book explores how multimodal generative AI integrates clinical, genetic, and imaging data to improve the understanding and management of neurodegenerative diseases. Bridging technology and medicine, it offers accessible insights into next-generation precision healthcare and its real-world impact. Designed for researchers, clinicians, and informed readers alike, it highlights practical applications, ethical considerations, and future possibilities in AI-driven neurological care.

This volume provides a comprehensive examination of how multimodal generative AI techniques can be applied to the diagnosis, monitoring, and management of neurodegenerative disorders such as Alzheimer's and Parkinson's diseases. It covers foundational concepts in precision healthcare, multimodal data integration (including genetic, clinical, and neuroimaging data), and advanced modeling approaches for disease progression prediction. The book also explores synthetic data generation for rare conditions, explainable and interpretable AI models for clinical decision support, and AI-driven early detection systems. Dedicated chapters address ethical, legal, and regulatory considerations, interdisciplinary collaboration, and patient-centric AI design. Through case studies and real-world applications, the book demonstrates how intelligent systems can enhance personalized treatment planning, improve clinical outcomes, and support data-driven healthcare innovation.

Information

Publisher
CRC Press
Year
2026
Print ISBN
9781041128670
eBook ISBN
9781040626405

Table of contents

  1. Cover
  2. Half Title
  3. Title
  4. Copyright
  5. Contents
  6. Editors
  7. Chapter 1 Decoding Psychiatric Disorders: Multimodal Brain Imaging Powered by Machine Learning and Deep Learning
  8. Chapter 2 Generative AI-Driven Framework for Managing Neurodegenerative Disorders: Focus on Alzheimer’s Detection
  9. Chapter 3 Convolutional Pathways to Neurodegeneration: An Image-Based Predictive Model for Alzheimer’s
  10. Chapter 4 Generative AI for Early Diagnosis of Neurodegenerative Diseases: A Study on Multimodal Fusion Framework
  11. Chapter 5 Introduction to Neurodegenerative Diseases
  12. Chapter 6 Personalized Treatment Planning Through AI Insights
  13. Chapter 7 AI-Powered Early Detection and Monitoring of Neurodegenerative Diseases
  14. Chapter 8 Temporal Diffusion-Guided Assessment for Optimized Clinical Categorization of Alzheimer’s Disease Using Multimodal Neural Features
  15. Chapter 9 Transforming Healthcare With Generative AI: Opportunities, Risks, and Ethical Considerations
  16. Chapter 10 AI-Driven Early Detection of Multiple Sclerosis Through Explainable Deep Learning
  17. Chapter 11 Principles of Precision Healthcare Toward Pancreatic Cancer
  18. Chapter 12 Synthetic Data Generation for Emphysema Disease Research
  19. Chapter 13 AI-Driven Early Detection of Neurodegenerative Disorders
  20. Chapter 14 Intelligent Multimodal Imaging Framework for Robust and Real-Time Brain Tumor Detection
  21. Chapter 15 AI-Powered Multimodal Approaches for Early Detection and Personalized Management of Neurodegenerative Diseases
  22. Chapter 16 Multimodal Classification of Meningitis Etiologies From CSF Profiles Using a CNN-BiGRU Hybrid Model Optimized With the Sparrow Search Algorithm
  23. Chapter 17 Deep Learning Approaches for Autism Spectrum Disorder Detection: Performance Analysis and a Hybrid ViT–GNN Model
  24. Chapter 18 Multimodal Fusion Attention Graph Neural Networks for Alzheimer’s Dementia Detection
  25. Chapter 19 Advancements in Magnetic Resonance Imaging Aimed at Alzheimer’s Assessment, Lung Cancer Identification, Characterization, and Staging: An In-Depth Analysis
  26. Chapter 20 Integrating NLP and EHR for Next-Generation Mental Health Analytics
  27. Chapter 21 A Multistage Deep Learning Approach for Intracranial Aneurysm Detection
  28. Index

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Yes, you can access Intelligent Precision Healthcare by Deepika Koundal,Mudassir Khan,Rupali Atul Mahajan,Rajesh Dey in PDF and/or ePUB format, as well as other popular books in Medicine & Pharmaceutical, Biotechnology & Healthcare Industry. We have over 1.5 million books available in our catalogue for you to explore.