Applications of machine learning in digital healthcare
Machine learning algorithms are increasingly finding applications in the healthcare sector. Whether assisting a clinician to process an individual patient's data or helping administrators view hospital bed turnover, the volume and complexity of healthcare data is a compelling reason for the dev...
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Other Authors: | , |
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Format: | eBook |
Language: | English |
Published: |
London, United Kingdom :
Institution of Engineering and Technology,
2022
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Subjects: | |
ISBN: | 1839533366 9781839533365 1839533358 9781839533358 |
Physical Description: | 1 online resource (xi, 400 pages) : illustrations |
LEADER | 03453cam a2200409 i 4500 | ||
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001 | kn-on1379220956 | ||
003 | OCoLC | ||
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020 | |a 1839533366 |q (PDF) | ||
020 | |a 9781839533365 |q (electronic bk.) | ||
020 | |z 1839533358 |q (hardback) | ||
020 | |z 9781839533358 |q (hardback) | ||
035 | |a (OCoLC)1379220956 | ||
245 | 0 | 0 | |a Applications of machine learning in digital healthcare / |c edited by Miguel Hernandez Silveira and Su-Shin Ang. |
264 | 1 | |a London, United Kingdom : |b Institution of Engineering and Technology, |c 2022 | |
264 | 4 | |c ©2022 | |
300 | |a 1 online resource (xi, 400 pages) : |b illustrations | ||
336 | |a text |b txt |2 rdacontent | ||
337 | |a computer |b c |2 rdamedia | ||
338 | |a online resource |b cr |2 rdacarrier | ||
504 | |a Includes bibliographical references and index. | ||
506 | |a Plný text je dostupný pouze z IP adres počítačů Univerzity Tomáše Bati ve Zlíně nebo vzdáleným přístupem pro zaměstnance a studenty | ||
520 | |a Machine learning algorithms are increasingly finding applications in the healthcare sector. Whether assisting a clinician to process an individual patient's data or helping administrators view hospital bed turnover, the volume and complexity of healthcare data is a compelling reason for the development of machine learning based tools to aid in its interpretation and use. This edited book focuses on the applications of machine learning in the healthcare sector, both at the macro-level for guiding policy decisions, and at the granular level, showing how ML techniques can be applied to process an individual patient's medical data to swiftly aid diagnosis. Written by an international team of experts, the book presents several applications of machine learning in the healthcare sector, including health system planning, optimisation and preparedness, outlining the benefits and challenges of coordination and data sharing. Machine learning has many applications in processing patient data and topics such as arrhythmia detection, image-guided microsurgery and early detection of Alzheimer's disease are discussed in depth. The book also looks at machine learning applications exploiting wearable sensors for real-time analysis and concepts around enhancing physical performance. Suitable for an audience of computer scientists, healthcare engineers and those involved with digital medicine, this book brings together a plethora of machine learning applications from across the board of the healthcare services. | ||
590 | |a Knovel |b Knovel (All titles) | ||
650 | 0 | |a Artificial intelligence |x Medical applications. | |
650 | 0 | |a Public health |x Data processing. | |
650 | 0 | |a Machine learning. | |
655 | 7 | |a elektronické knihy |7 fd186907 |2 czenas | |
655 | 9 | |a electronic books |2 eczenas | |
700 | 1 | |a Hernandez-Silveira, Miguel, |d 1970- |e editor. |1 https://id.oclc.org/worldcat/entity/E39PCjGgkF4QfHhdHJQMWmQJfy | |
700 | 1 | |a Ang, Su-Shin, |e editor. | |
776 | 0 | 8 | |i Print version: |t Applications of machine learning in digital healthcare. |d London : Institution of Engineering and Technology, 2022 |z 9781839533358 |w (OCoLC)1369601390 |
856 | 4 | 0 | |u https://proxy.k.utb.cz/login?url=https://app.knovel.com/hotlink/toc/id:kpAMLDH002/applications-of-machine?kpromoter=marc |y Full text |