Deep Learners and Deep Learner Descriptors for Medical Applications

Language: English

Published by Springer, Springer Mai 2020, 2020

303042748X / 9783030427481

Series: Book 156 of 188 - Intelligent Systems Reference Library

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This item is printed on demand - Print on Demand Titel. Neuware -This book introduces readers to the current trends in using deep learners and deep learner descriptors for medical applications. It reviews the recent literature and presents a variety of medical image and sound applications to illustrate the five major ways deep learners can be utilized: 1) by training a deep learner from scratch (chapters provide tips for handling imbalances and other problems with the medical data); 2) by implementing transfer learning from a pre-trained deep learner and extracting deep features for different CNN layers that can be fed into simpler classifiers, such as the support vector machine; 3) by fine-tuning one or more pre-trained deep learners on an unrelated dataset so that they are able to identify novel medical datasets; 4) by fusing different deep learner architectures; and 5) by combining the above methods to generate a variety of more elaborate ensembles. This book is a value resource for anyone involved in engineering deep learners for medical applications as well as to those interested in learning more about the current techniques in this exciting field. A number of chapters provide source code that can be used to investigate topics further or to kick-start new projects.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 296 pp. Englisch.…

Seller Inventory # 9783030427481

Title
Deep Learners and Deep Learner Descriptors for Medical Applications
Author
Loris Nanni
Publisher
Springer, Springer Mai 2020
Publication year
2020
Condition
Neu
Binding
Buch
Language
English
ISBN 10
303042748X
ISBN 13
9783030427481
Item weight
612 grams
Dimensions
241x160x22 mm
Series
Book 156 of 188: Intelligent Systems Reference Library

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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