EAN: 9783030026271

UNDERSTANDING AND INTERPRETING MACHINE LEARNING...

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.

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