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Deep Learning for Biomedical Data Analysis

(Gebundene Ausgabe, Englisch)

Optischer Zustand
Beschreibung
This book is the first overview on Deep Learning (DL) for biomedical data analysis. It surveys the most recent techniques and approaches in this field, with both a broad coverage and enough depth to be of practical use to working professionals. This book offers enough fundamental and technical information on these techniques, approaches and the related problems without overcrowding the reader's head. It presents the results of the latest investigations in the field of DL for biomedical data analysis. The techniques and approaches presented in this book deal with the most important and/or the newest topics encountered in this field. They combine fundamental theory of Artificial Intelligence (AI), Machine Learning (ML) and DL with practical applications in Biology and Medicine. Certainly, the list of topics covered in this book is not exhaustive but these topics will shed light on the implications of the presented techniques and approaches on other topics in biomedical data analysis. The book finds a balance between theoretical and practical coverage of a wide range of issues in the field of biomedical data analysis, thanks to DL. The few published books on DL for biomedical data analysis either focus on specific topics or lack technical depth. The chapters presented in this book were selected for quality and relevance. The book also presents experiments that provide qualitative and quantitative overviews in the field of biomedical data analysis. The reader will require some familiarity with AI, ML and DL and will learn about techniques and approaches that deal with the most important and/or the newest topics encountered in the field of DL for biomedical data analysis. He/she will discover both the fundamentals behind DL techniques and approaches, and their applications on biomedical data. This book can also serve as a reference book for graduate courses in Bioinformatics, AI, ML and DL. The book aims not only at professional researchers and practitioners but also graduate students, senior undergraduate students and young researchers. This book will certainly show the way to new techniques and approaches to make new discoveries.
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Technische Daten


Erscheinungsdatum
14.07.2021
Sprache
Englisch
EAN
9783030716752
Herausgeber
Springer International Publishing
Sonderedition
Nein
Seitenanzahl
359
Auflage
1st edition 2021
Einbandart
Gebundene Ausgabe
Buch Untertitel
Techniques, Approaches, and Applications
Autorenporträt
Mourad Elloumi received an Undergraduate Degree in Mathematics and Physics in 1984, and a Master's Degree in Computer Engineering in 1988, from the Faculty of Sciences of Tunis, Tunisia. He also received a Master's Degree in Computer Science in 1989, and a PhD Degree in Computer Science in 1994, from the University of Aix-Marseilles III, France. Then, he received a
Schlagwörter
Deep Learning (DL), Biomedical Data Analysis, Biomedical Image Analysis, Medical Diagnostics, Artificial Intelligence (AI), Machine Learning (ML), Biomedicine, Image Analysis
Thema-Inhalt
MBGR - Medizinische Forschung UYQ - Künstliche Intelligenz PSAX - DV-gestützte Biologie/Bioinformatik
Höhe
235 mm
Breite
15.5 cm

Transparenz & Sicherheit

Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH

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