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WRSE -- a non-parametric weighted-resolution ensemble for predicting individual survival distributions in the ICU

Nov 02, 2020
Jonathan Heitz, Joanna Ficek, Martin Faltys, Tobias M. Merz, Gunnar Rätsch, Matthias Hüser

* 9 pages, 6 figures 

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Variational PSOM: Deep Probabilistic Clustering with Self-Organizing Maps

Oct 03, 2019
Laura Manduchi, Matthias Hüser, Gunnar Rätsch, Vincent Fortuin


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Machine learning for early prediction of circulatory failure in the intensive care unit

Apr 19, 2019
Stephanie L. Hyland, Martin Faltys, Matthias Hüser, Xinrui Lyu, Thomas Gumbsch, Cristóbal Esteban, Christian Bock, Max Horn, Michael Moor, Bastian Rieck, Marc Zimmermann, Dean Bodenham, Karsten Borgwardt, Gunnar Rätsch, Tobias M. Merz

* 5 main figures, 1 main table, 13 supplementary figures, 5 supplementary tables; 250ppi images 

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Forecasting intracranial hypertension using multi-scale waveform metrics

Feb 25, 2019
Matthias Hüser, Adrian Kündig, Walter Karlen, Valeria De Luca, Martin Jaggi

* 9 pages, 4 figures 

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Deep Self-Organization: Interpretable Discrete Representation Learning on Time Series

Oct 05, 2018
Vincent Fortuin, Matthias Hüser, Francesco Locatello, Heiko Strathmann, Gunnar Rätsch


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