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INTEGRATED META- LEARNING INTO BIOMEDICAL DIAGNOSTICS - Tapa blanda

Kumari, Monika; Ali, Irfan; Muchhal, Mohnish

 
9786208441517: INTEGRATED META- LEARNING INTO BIOMEDICAL DIAGNOSTICS
Tapa blanda
ISBN 10: 620844151X ISBN 13: 9786208441517
Editorial: LAP LAMBERT Academic Publishing, 2025

Sinopsis

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.

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Editorial
LAP LAMBERT Academic Publishing
Año de publicación
2025
Idioma
Inglés
ISBN 10 
620844151X
ISBN 13 
9786208441517
Encuadernación
Tapa blanda
Número de páginas
80
Contacto del fabricante
no disponible
Persona responsable
no disponible