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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 /

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	Understanding and interpreting machine learning in medical image computing applications/ edited by Danail Stoyanov ... [et al.].
其他題名:	first International Workshops, MLCN 2018, DLF 2018, and iMIMIC 2018, held in conjunction with MICCAI 2018, Granada, Spain, September 16-20, 2018 : proceedings /
其他題名:	MLCN 2018
其他作者:	Stoyanov, Danail.
團體作者:	Workshop on the Preservation of Stability under Discretization
出版者:	Cham :Springer International Publishing : : 2018.,
面頁冊數:	xvi, 149 p. :ill., digital ; : 24 cm.;
Contained By:	Springer eBooks
標題:	Diagnostic imaging - Congresses. - Data processing -
電子資源:	https://doi.org/10.1007/978-3-030-02628-8
ISBN:	9783030026288

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 /
Understanding and interpreting machine learning in medical image computing applicationsfirst International Workshops, MLCN 2018, DLF 2018, and iMIMIC 2018, held in conjunction with MICCAI 2018, Granada, Spain, September 16-20, 2018 : proceedings /[electronic resource] :MLCN 2018edited by Danail Stoyanov ... [et al.]. - Cham :Springer International Publishing :2018. - xvi, 149 p. :ill., digital ;24 cm. - Lecture notes in computer science,11038.0302-9743 ;. - Lecture notes in computer science ;6140..

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 evaluate the strengths and weaknesses of DL and identify the 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.

ISBN: 9783030026288

Standard No.: 10.1007/978-3-030-02628-8doiSubjects--Topical Terms:

787070
Diagnostic imaging
--Data processing--Congresses.

LC Class. No.: RC78.7.D53

Dewey Class. No.: 616.0757

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 /
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