Advances in Deep Generative Models for Healthcare and Medical Applications
eBook - ePub

Advances in Deep Generative Models for Healthcare and Medical Applications

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

Advances in Deep Generative Models for Healthcare and Medical Applications

About this book

This book provides a platform for research on deep generative models, with an emphasis on its healthcare applications. The book addresses the unanswered questions that stop these approaches from making a huge difference in real-world clinical practice. The goal of this book is to bring together a wide range of methodologies which are using generative models in health care-related contexts. The book leverages the recent methodological advancements in deep generative models to address critical health-care challenges across all data-types, paving the way for their practical integration into the healthcare system and elevate their impact on the future of healthcare.

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Yes, you can access Advances in Deep Generative Models for Healthcare and Medical Applications by Balasubramaniam S,Seifedine Kadry in PDF and/or ePUB format, as well as other popular books in Computer Science & Computer Science General. We have over one million books available in our catalogue for you to explore.

Table of contents

  1. Cover Page
  2. Title Page
  3. Copyright Page
  4. Preface
  5. Contents
  6. 1 Introduction to Deep Generative Models
  7. 2 A Deep Dive into Generative Model Types beyond Imagination
  8. 3 A New Wave of Generative Flow Networks in Streaming Healthcare with Artificial Intelligence
  9. 4 Diffusion Models for Medical Applications
  10. 5 Modeling Disease Progression with Generative Time Series Models: A New Approach to Complex Disease Trajectories
  11. 6 Advancing Synthetic EEG Signal Generation for Biomedical Research: A Diffusion Model Approach
  12. 7 Leveraging Semi-Supervised Diffusion Models for Accurate Brain Age Prediction
  13. 8 The Precision Edge of Deep Generative Models for Enhanced Differential Diagnosis
  14. 9 AI-Driven Implantable Medical Devices Using Deep Generative Models
  15. 10 Deep Generative AI-Based Multimodal Biometric Authentication System for Enhanced Security and Accessibility in Healthcare Applications
  16. 11 Deep Generative Models for Alzheimer's Disease Diagnosis
  17. 12 Regulating Deep Generative Models: Ethical and Legal Considerations for Healthcare AI
  18. 13 Research Challenges in Deep Generative Models for Healthcare and Medical Applications
  19. Index