Diagnosis of Neurological Disorders Based on Deep Learning Techniques - Hardcover

Hardcover

ISBN 10: 1032325232 ISBN 13: 9781032325231

Verlag: CRC Press, 2023

Inhaltsangabe

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.

Über diesen Titel

Über die Autorin bzw. den Autor

Jyotismita Chaki, PhD, is an Associate Professor in School of Computer Science and Engineering at Vellore Institute of Technology, Vellore, India. She gained her PhD (Engg.) from Jadavpur University, Kolkata, India. Her research interests include computer vision and image processing, pattern recognition, medical imaging, artificial intelligence, and machine learning. Jyotismita has authored more than 40 international conference and journal papers and is the author and editor of more than eight books. Currently, she is the Academic Editor of PLOS One journal and PeerJ Computer Science journal and Associate Editor of IET Image Processing journal, Array journal, and Machine Learning with Applications journal.

Details zur Ausgabe

• Verlag: CRC Press
• Erscheinungsdatum: 2023
• Sprache: Englisch
• ISBN 10: 1032325232
• ISBN 13: 9781032325231
• Einband: Tapa dura
• Auflage: 1
• Anzahl der Seiten: 236
• Herausgeber: Chaki Jyotismita
• Kontakt zum Hersteller: Nicht verfügbar
• Verantwortliche Person: Nicht verfügbar