Machine Learning in Clinical Neuroscience Foundations and Applications
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- Hardcover
- Taschenbuch ausgewählt
- eBook
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Sprache:Englisch
119,99 €
UVP
139,09 €
inkl. MwSt,
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Beschreibung
Details
Einband
Taschenbuch
Erscheinungsdatum
05.12.2022
Herausgeber
Victor E. Staartjes + weitereVerlag
SpringerSeitenzahl
361
Maße (L/B/H)
27,9/21/2,1 cm
Gewicht
906 g
Auflage
1st ed. 2022
Sprache
Englisch
ISBN
978-3-030-85294-8
Authored by a wide array of experienced global machine learning groups, the book is aimed at clinicians who are interested in mastering the basics of machine learning and who wish to get started with their own machine learning research.
The volume is structured in two major parts: The first uniquely introduces all major concepts in clinical machine learning from the ground up, and includes step-by-step instructions on how to correctly develop and validate clinical prediction models. It also includes methodological and conceptual foundations of other applications of machine learning in clinical neuroscience, such as applications of machine learning to neuroimaging, natural language processing, and time series analysis. The second part provides an overview of some state-of-the-art applications of these methodologies.
The Machine Intelligence in Clinical Neuroscience (MICN) Laboratory at the Department of Neurosurgery of the University Hospital Zurich studies clinical applications of machine intelligence to improve patient care in clinical neuroscience. The group focuses on diagnostic, prognostic and predictive analytics that aid in decision-making by increasing objectivity and transparency to patients. Other major interests of our group members are in medical imaging, and intraoperative applications of machine vision.
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