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Paperback. Condition: New. This book focuses on machine-learning medical applications based on molecular spectroscopy and molecular imaging data. Written with specialists in biomedical optics, laser spectroscopy, bioengineering, and medical engineering in mind, the chapters cover topics such as biomarker conception, molecular laser imaging, and artificial intelligence; laser-based molecular-data-acquisition technologies; feature selection and extraction methods; unsupervised and supervised approaches; and in vivo non-invasive diagnostics using laser molecular spectroscopy and imaging combined with machine learning. Sample datasets and Python modules are provided as supplemental materials for the most useful algorithms.
Language: English
Published by SPIE--The International Society for Optical Engineering, 2021
ISBN 10: 1510645349 ISBN 13: 9781510645349
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Published by SPIE--The International Society for Optical Engineering, 2021
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Published by Taylor & Francis Ltd, 2024
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Published by Springer-Verlag New York Inc, 2018
ISBN 10: 3030026272 ISBN 13: 9783030026271
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Published by SPIE--The International Society for Optical Engineering, 2021
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Published by SPIE--The International Society for Optical Engineering, 2021
ISBN 10: 1510645349 ISBN 13: 9781510645349
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Taschenbuch. Condition: Neu. Druck auf Anfrage Neuware - Printed after ordering - This book constitutes the refereed joint proceedings of the First International Workshop on Machine Learning in Clinical Neuroimaging, MLCN 2018, the First International Workshop on Deep Learning Fails, DLF 2018, and the First International Workshop on Interpretability of Machine Intelligence in Medical Image Computing, iMIMIC 2018, held in conjunction with the 21st International Conference on Medical Imaging and Computer-Assisted Intervention, MICCAI 2018, in Granada, Spain, in September 2018.The 4 full MLCN papers, the 6 full DLF papers, and the 6 full iMIMIC papers included in this volume were carefully reviewed and selected.The MLCN contributions develop state-of-the-art machine learning methods such as spatio-temporal Gaussian process analysis, stochastic variational inference, and deep learning for applications in Alzheimer's disease diagnosis and multi-site neuroimaging data analysis; the DLF papers evaluatethe strengths and weaknesses of DL and identifythe main challenges in the current state of the art and future directions; the iMIMIC papers cover a large range of topics in the field of interpretability of machine learning in the context of medical image analysis.
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Taschenbuch. Condition: Neu. Understanding and Interpreting Machine Learning in Medical Image Computing Applications | First International Workshops, MLCN 2018, DLF 2018, and iMIMIC 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16-20, 2018, Proceedings | Danail Stoyanov (u. a.) | Taschenbuch | Lecture Notes in Computer Science | xvi | Englisch | 2018 | Springer | EAN 9783030026271 | Verantwortliche Person für die EU: Springer Verlag GmbH, Tiergartenstr. 17, 69121 Heidelberg, juergen[dot]hartmann[at]springer[dot]com | Anbieter: preigu.