Integrated Meta- Learning Into Biomedical Diagnostics

Kumari, Monika; Ali, Irfan; Muchhal, Mohnish

ISBN 10: 620844151X / ISBN 13: 9786208441517

Published by LAP LAMBERT Academic Publishing, 2025

About this Item

Print on Demand.

Seller Inventory # 26404675901

Bibliographic Details

• Title: Integrated Meta- Learning Into Biomedical Diagnostics
• Publisher: LAP LAMBERT Academic Publishing
• Publication Date: 2025
• Language: English
• ISBN 10: 620844151X
• ISBN 13: 9786208441517
• Binding: Soft cover
• Condition: New

About this title

Synopsis

Meta-learning methods have to be properly applied in a wide range of healthcare settings through a huge number of theoretical and experimental studies. Meta-learning in health care remains in its infancy and has as yet not appealed to a larger scientific community, even with the developments. Additional work attempts need to be done to bridge a gap in the literature by combining existing breakthroughs and their practical applications since it is the first systematic survey targeting meta-learning within this area. The scope of the adaptation is where meta-learning also diverges from base learning. Whereas its acquisition is all about acquiring proficiency in a number of learning tasks, base-level acquisition is aimed at acquiring knowledge in one particular learning task. These are data integration across heterogeneous modalities, model interpretability, privacy and security, and real-world scalability optimization. Addressing these areas will enable meta-learning to become a foundation of the next generation of healthcare technologies, providing more accurate, personalized, and efficient diagnostic systems that can ultimately lead to better patient outcomes.