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245 1 0 _aUnderstanding and Interpreting Machine Learning in Medical Image Computing Applications
_h[electronic resource] :
_bFirst International Workshops, MLCN 2018, DLF 2018, and iMIMIC 2018, Held in Conjunction with MICCAI 2018, Granada, Spain, September 16-20, 2018, Proceedings /
_cedited by Danail Stoyanov, Zeike Taylor, Seyed Mostafa Kia, Ipek Oguz, Mauricio Reyes, Anne Martel, Lena Maier-Hein, Andre F. Marquand, Edouard Duchesnay, Tommy Löfstedt, Bennett Landman, M. Jorge Cardoso, Carlos A. Silva, Sergio Pereira, Raphael Meier.
250 _a1st ed. 2018.
264 1 _aCham :
_bSpringer International Publishing :
_bImprint: Springer,
_c2018.
300 _aXVI, 149 p. 60 illus.
_bonline resource.
336 _atext
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338 _aonline resource
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490 1 _aImage Processing, Computer Vision, Pattern Recognition, and Graphics,
_x3004-9954 ;
_v11038
520 _aThis 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 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. .
650 0 _aComputer vision.
_9171652
650 0 _aArtificial intelligence.
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650 0 _aMachine theory.
_9171653
650 0 _aNumerical analysis.
_94603
650 0 _aMedical informatics.
_94729
650 0 _aBioinformatics.
_99561
650 1 4 _aComputer Vision.
_9171654
650 2 4 _aArtificial Intelligence.
_93407
650 2 4 _aFormal Languages and Automata Theory.
_9171655
650 2 4 _aNumerical Analysis.
_94603
650 2 4 _aHealth Informatics.
_931799
650 2 4 _aComputational and Systems Biology.
_931619
700 1 _aStoyanov, Danail.
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700 1 _aTaylor, Zeike.
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700 1 _aKia, Seyed Mostafa.
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700 1 _aOguz, Ipek.
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700 1 _aReyes, Mauricio.
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700 1 _aMartel, Anne.
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700 1 _aMaier-Hein, Lena.
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700 1 _aMarquand, Andre F.
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700 1 _aDuchesnay, Edouard.
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700 1 _aLöfstedt, Tommy.
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700 1 _aLandman, Bennett.
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700 1 _aCardoso, M. Jorge.
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700 1 _aSilva, Carlos A.
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700 1 _aPereira, Sergio.
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700 1 _aMeier, Raphael.
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830 0 _aImage Processing, Computer Vision, Pattern Recognition, and Graphics,
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