Innovative Solutions
Raj Kishor Verma, Kaushal Kishor · 2024
Augmented Reality (AR) and federated learning might change healthcare. Federated learning (FL) allows machine learning model generation across big datasets while protecting data, making it perfect for sensitive healthcare data. AR enhances healthcare data visualization and interaction, allowing tailored therapy. Combine FL-based resource virtualization with AR in healthcare. This technology improves patient outcomes, privacy, data security, and scalability. FL lets healthcare workers benefit from prediction algorithms without sharing raw data. AR offers unique FL model interactions that may improve healthcare accuracy and efficiency. Healthcare organizations gather huge amounts of data to enhance patient outcomes. Privacy and security may restrict data use. FL develops remote machine learning models privately. IoT, mHealth, and EHRs utilize FL. The research addresses healthcare AR-integrated, federated learning-based resource virtualization. AR and FL may enhance healthcare intelligence and customization. FL lets doctors employ IoMT, EHRs, and wearables. FL foundations for health systems include privacy-preserving cooperation, data security and confidentiality, scalability, collaboration, and healthcare applications. Healthcare-FL emphasizes privacy, diversity, and regulation. The research suggests AR-FL healthcare resource virtualization. Healthcare professionals can better analyze and interact with data with AR. AR-enabled federated learning-based resource virtualization helps healthcare. Future technologies may improve medical results, data governance, and privacy. FL systems address privacy, data security, scalability, and healthcare applications. Managing healthcare requires learning about diversity, confidentiality, and regulation. Virtualizing healthcare resources using AR and FL is groundbreaking. AR-enabled healthcare-federated learning-based resource virtualization is promising. Healthcare workers employ technology to improve patient care and data security. FL-AR integration may enhance healthcare by personalizing therapies. Drugs, technology, and resource efficiency stimulate innovation. FL and AR might change healthcare resource virtualization, according to the chapter. FL protects data while training models on a variety of devices.