Search Results for author: Martin Faltys

Found 4 papers, 1 papers with code

HiRID-ICU-Benchmark -- A Comprehensive Machine Learning Benchmark on High-resolution ICU Data

1 code implementation NeurIPS Datasets and Benchmarks 2021 Hugo Yèche, Rita Kuznetsova, Marc Zimmermann, Matthias Hüser, Xinrui Lyu, Martin Faltys, Gunnar Rätsch

The recent success of machine learning methods applied to time series collected from Intensive Care Units (ICU) exposes the lack of standardized machine learning benchmarks for developing and comparing such methods.

BIG-bench Machine Learning Circulatory Failure +7

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

no code implementations2 Nov 2020 Jonathan Heitz, Joanna Ficek, Martin Faltys, Tobias M. Merz, Gunnar Rätsch, Matthias Hüser

Dynamic assessment of mortality risk in the intensive care unit (ICU) can be used to stratify patients, inform about treatment effectiveness or serve as part of an early-warning system.

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