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Machine Learning and Deep Learning in Neuroimaging Data Analysis
Hoofdkenmerken
Auteur: Anitha S. Pillai, Bindu Menon
Titel: Machine Learning and Deep Learning in Neuroimaging Data Analysis
Uitgever: Taylor & Francis
ISBN: 9781003815600
ISBN boekversie: 9781032190686
Editie: 1
Prijs: € 76,72
Verschijningsdatum: 15-02-2024
Inhoudelijke kenmerken
Categorie: Games
Taal: English
Imprint: CRC Press
Technische kenmerken
Verschijningsvorm: E-book
 

Inhoudsopgave:

Machine learning (ML) and deep learning (DL) have become essential tools in healthcare. They are capable of processing enormous amounts of data to find patterns and are also adopted into methods that manage and make sense of healthcare data, either electronic healthcare records or medical imagery. This book explores how ML/DL can assist neurologists in identifying, classifying or predicting neurological problems that require neuroimaging. With the ability to model high-dimensional datasets, supervised learning algorithms can help in relating brain images to behavioral or clinical observations and unsupervised learning can uncover hidden structures/patterns in images. Bringing together artificial intelligence (AI) experts as well as medical practitioners, these chapters cover the majority of neuro problems that use neuroimaging for diagnosis, along with case studies and directions for future research.
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