Martin Faltys

12 papers Misc 1Journal 7Unranked 4
YearRankTypeTitle / Venue / Authors
2025 J jnl
RMS: a ML-based system for ICU respiratory monitoring and resource planning.
npj Digit. Medicine
Matthias Hüser, Xinrui Lyu, Martin Faltys, Alizée Pace, David Berger, Marine Hoche, Stephanie L. Hyland, Hugo Yèche, Manuel Burger, Tobias M. Merz, Gunnar Rätsch
2024 J jnl
An empirical study on KDIGO-defined acute kidney injury prediction in the intensive care unit.
Bioinform.
Xinrui Lyu, Bowen Fan, Matthias Hüser, Philip Hartout, Thomas Gumbsch, Martin Faltys, Tobias M. Merz, Gunnar Rätsch, Karsten M. Borgwardt
2024 J jnl
Towards Foundation Models for Critical Care Time Series.
CoRR
Manuel Burger, Fedor Sergeev, Malte Londschien, Daphné Chopard, Hugo Yèche, Eike Gerdes, Polina Leshetkina, Alexander Morgenroth, Zeynep Babür, Jasmina Bogojeska, Martin Faltys, Rita Kuznetsova, Gunnar Rätsch
2021 J jnl
Early prediction of respiratory failure in the intensive care unit.
CoRR
Matthias Hüser, Martin Faltys, Xinrui Lyu, Chris Barber, Stephanie L. Hyland, Tobias M. Merz, Gunnar Rätsch
2021 — conf
HiRID-ICU-Benchmark - A Comprehensive Machine Learning Benchmark on High-resolution ICU Data.
NeurIPS Datasets and Benchmarks
Hugo Yèche, Rita Kuznetsova, Marc Zimmermann, Matthias Hüser, Xinrui Lyu, Martin Faltys, Gunnar Rätsch
2021 J jnl
HiRID-ICU-Benchmark - A Comprehensive Machine Learning Benchmark on High-resolution ICU Data.
CoRR
Hugo Yèche, Rita Kuznetsova, Marc Zimmermann, Matthias Hüser, Xinrui Lyu, Martin Faltys, Gunnar Rätsch
2021 — conf
T-DPSOM: an interpretable clustering method for unsupervised learning of patient health states.
CHIL
Laura Manduchi, Matthias Hüser, Martin Faltys, Julia E. Vogt, Gunnar Rätsch, Vincent Fortuin
2021 — conf
WRSE - a non-parametric weighted-resolution ensemble for predicting individual survival distributions in the ICU.
SPACA
Jonathan Heitz, Joanna Ficek, Martin Faltys, Tobias M. Merz, Gunnar Rätsch, Matthias Hüser
2020 J jnl
WRSE - a non-parametric weighted-resolution ensemble for predicting individual survival distributions in the ICU.
CoRR
Jonathan Heitz, Joanna Ficek, Martin Faltys, Tobias M. Merz, Gunnar Rätsch, Matthias Hüser
2019 J jnl
Machine learning for early prediction of circulatory failure in the intensive care unit.
CoRR
Stephanie L. Hyland, Martin Faltys, Matthias Hüser, Xinrui Lyu, Thomas Gumbsch, Cristóbal Esteban, Christian Bock, Max Horn, Michael Moor, Bastian Rieck, Marc Zimmermann, Dean A. Bodenham, Karsten M. Borgwardt, Gunnar Rätsch, Tobias M. Merz
2018 Misc conf
A Machine Learning-based Early Warning System for Circulatory System Deterioration in Intensive Care Unit Patients.
AMIA
Stephanie L. Hyland, Martin Faltys, Matthias Hüser, Xinrui Lyu, Cristóbal Esteban, Gunnar Rätsch, Tobias Merz
2018 — conf
Predicting circulatory system deterioration in intensive care unit patients.
AIH@IJCAI
Stephanie L. Hyland, Matthias Hüser, Xinrui Lyu, Martin Faltys, Tobias Merz, Gunnar Rätsch