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GANs in Medical Diagnostics and Classification

Editat de Abhishek Kumar, Pramod Singh Rathore
en Limba Engleză Paperback – oct 2026
GANs in Medical Diagnostics and Classification explores the role of Generative Adversarial Networks (GANs) in addressing underdiagnosed and overlooked health challenges. The book bridges cutting-edge AI research with real-world medical applications, presenting interdisciplinary insights into how GANs enhance diagnostics, treatment precision, and disease surveillance across domains such as antimicrobial resistance, rare genetic disorders, and environmental health risks. It also examines ethical, policy, and accessibility dimensions of AI in healthcare. By combining technical depth with practical case studies, this volume equips medical researchers, AI engineers, and healthcare professionals with actionable knowledge to tackle silent epidemics using GAN-based tools.

  • Delivers real-world case studies that demonstrate GAN applications in diagnosing rare diseases, detecting antimicrobial resistance, and enhancing medical imaging
  • Integrates interdisciplinary perspectives from medicine, AI, ethics, and policy to provide a holistic view of AI-driven healthcare innovation
  • Explores emerging technologies such as synthetic data generation, wearable diagnostics, and AI-enhanced telemedicine for future-ready healthcare solutions
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Specificații

ISBN-13: 9780443444371
ISBN-10: 0443444374
Pagini: 320
Dimensiuni: 191 x 235 mm
Greutate: 0.45 kg
Editura: ELSEVIER SCIENCE

Cuprins

Section I: Silent Threats in Global Health
1. Antimicrobial Resistance: GAN-Driven Analysis and Classification
2. Rare Genetic Disorders: GAN-Based Diagnostic and Treatment Classification
3. Neglected Tropical Diseases: GAN AI Applications in Disease Surveillance
4. Microplastics and Health: GAN-Enabled Detection and Impact Assessment

Section II: Lifestyle and Environmental Influences
5. Digital Eye Strain: AI-Powered Classification of Risk Levels
6. Sedentary Lifestyle: GAN-Based Predictive Health Models
7. Air Pollution: GAN AI Classification of Chronic Disease Risks
8. Vitamin D Deficiency: AI-Driven Health Implication Assessments

Section III: Innovative Diagnostic Approaches
9. GAN-Based AI in Early Disease Detection
10. AI and GANs in Point-of-Care Testing: Transforming Rural Health
11. Wearable Technology and GAN-Powered Continuous Health Monitoring
12. Molecular Diagnostics Enhanced by GAN AI: Precision Medicine in Practice

Section IV: Therapeutic Innovations
13. Gene Therapy Guided by GAN-Based Predictive Models
14. Personalized Immunotherapy with GAN AI in Cancer Treatment
15. Nanomedicine Innovations Guided by GAN AI
16. Telemedicine Enhanced by GAN AI: Bridging Healthcare Gaps Globally

Section V: Social, Ethical, and Policy Perspectives
17. Medical Misinformation: GAN AI-Based Detection and Solutions
18. Ethical Dilemmas in GAN AI Medical Technologies
19. Healthcare Accessibility and Equity: GAN AI Applications
20. Policy Frameworks for GAN AI Integration in Addressing Silent Epidemics