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Diagnosis of Neurological Disorders Based on Deep Learning Techniques

Diagnosis of Neurological Disorders Based on Deep Learning Techniques

Autorzy
Wydawnictwo Taylor & Francis
Data wydania 15/05/2023
Wydanie Pierwsze
Forma publikacji eBook: Reflowable eTextbook (ePub)
Język angielski
ISBN 9781000872187
Kategorie Inżynieria biomedyczna, Matematyka, Technologia informacyjna i komputerowa
licencja wieczysta
Produkt dostępny on-line
Typ przesyłki: wysyłka kodu na adres e-mail
E-Mail
zamówienie z obowiązkiem zapłaty
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Opis książki

This book is based on deep learning approaches used for the diagnosis of neurological disorders, including basics of deep learning algorithms using diagrams, data tables, and practical examples, for diagnosis of neurodegenerative and neurodevelopmental disorders. It includes application of feed-forward neural networks, deep generative models, convolutional neural networks, graph convolutional networks, and recurrent neural networks in the field of diagnosis of neurological disorders. Along with this, data preprocessing including scaling, correction, trimming, and normalization is also included. Offers a detailed description of the deep learning approaches used for the diagnosis of neurological disorders. Demonstrates concepts of deep learning algorithms using diagrams, data tables, and examples for the diagnosis of neurodegenerative, neurodevelopmental, and psychiatric disorders. Helps build, train, and deploy different types of deep architectures for diagnosis. Explores data preprocessing techniques involved in diagnosis. Includes real-time case studies and examples. This book is aimed at graduate students and researchers in biomedical imaging and machine learning.

Diagnosis of Neurological Disorders Based on Deep Learning Techniques

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