Machine Learning for Health Informatics

Machine Learning for Health Informatics
Author: Andreas Holzinger
Publisher: Springer
Total Pages: 503
Release: 2016-12-09
Genre: Computers
ISBN: 3319504789


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Machine learning (ML) is the fastest growing field in computer science, and Health Informatics (HI) is amongst the greatest application challenges, providing future benefits in improved medical diagnoses, disease analyses, and pharmaceutical development. However, successful ML for HI needs a concerted effort, fostering integrative research between experts ranging from diverse disciplines from data science to visualization. Tackling complex challenges needs both disciplinary excellence and cross-disciplinary networking without any boundaries. Following the HCI-KDD approach, in combining the best of two worlds, it is aimed to support human intelligence with machine intelligence. This state-of-the-art survey is an output of the international HCI-KDD expert network and features 22 carefully selected and peer-reviewed chapters on hot topics in machine learning for health informatics; they discuss open problems and future challenges in order to stimulate further research and international progress in this field.


Machine Learning for Health Informatics
Language: en
Pages: 503
Authors: Andreas Holzinger
Categories: Computers
Type: BOOK - Published: 2016-12-09 - Publisher: Springer

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Machine learning (ML) is the fastest growing field in computer science, and Health Informatics (HI) is amongst the greatest application challenges, providing fu
Machine Learning in Healthcare Informatics
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Authors: Sumeet Dua
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Type: BOOK - Published: 2013-12-09 - Publisher: Springer Science & Business Media

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The book is a unique effort to represent a variety of techniques designed to represent, enhance, and empower multi-disciplinary and multi-institutional machine
Deep Learning Techniques for Biomedical and Health Informatics
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Pages: 367
Authors: Basant Agarwal
Categories: Science
Type: BOOK - Published: 2020-01-14 - Publisher: Academic Press

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Deep Learning Techniques for Biomedical and Health Informatics provides readers with the state-of-the-art in deep learning-based methods for biomedical and heal
Biomedical Data Mining for Information Retrieval
Language: en
Pages: 450
Authors: Sujata Dash
Categories: Computers
Type: BOOK - Published: 2021-08-24 - Publisher: John Wiley & Sons

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BIOMEDICAL DATA MINING FOR INFORMATION RETRIEVAL This book not only emphasizes traditional computational techniques, but discusses data mining, biomedical image
Deep Learning, Machine Learning and IoT in Biomedical and Health Informatics
Language: en
Pages: 407
Authors: Sujata Dash
Categories: Computers
Type: BOOK - Published: 2022-02-10 - Publisher: CRC Press

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Biomedical and Health Informatics is an important field that brings tremendous opportunities and helps address challenges due to an abundance of available biome