| Early prediction of circulatory failure in the intensive care unit using machine learning SL Hyland, M Faltys, M Hüser, X Lyu, T Gumbsch, C Esteban, C Bock, ... Nature medicine 26 (3), 364-373, 2020 | 364 | 2020 |
| Improving clinical predictions through unsupervised time series representation learning X Lyu, M Hueser, SL Hyland, G Zerveas, G Raetsch arXiv preprint arXiv:1812.00490, 2018 | 64 | 2018 |
| HiRID, a high time-resolution ICU dataset (version 1.1. 1) M Faltys, M Zimmermann, X Lyu, M Hüser, S Hyland, G Rätsch, T Merz Physio. Net 10, 2021 | 36 | 2021 |
| HiRID-ICU-Benchmark--A Comprehensive Machine Learning Benchmark on High-resolution ICU Data H Yèche, R Kuznetsova, M Zimmermann, M Hüser, X Lyu, M Faltys, ... arXiv preprint arXiv:2111.08536, 2021 | 33 | 2021 |
| Machine learning for early prediction of circulatory failure in the intensive care unit SL Hyland, M Faltys, M Hüser, X Lyu, T Gumbsch, C Esteban, C Bock, ... arXiv preprint arXiv:1904.07990, 2019 | 13 | 2019 |
| Mutational signature learning with supervised negative binomial non-negative matrix factorization X Lyu, J Garret, G Rätsch, KV Lehmann Bioinformatics 36 (Supplement_1), i154-i160, 2020 | 9 | 2020 |
| Hierarchically structured multi-view features for mobile visual search X Lyu, H Li, M Flierl 2014 Data Compression Conference, 23-32, 2014 | 9 | 2014 |
| Early prediction of respiratory failure in the intensive care unit M Hüser, M Faltys, X Lyu, C Barber, SL Hyland, TM Merz, G Rätsch arXiv preprint arXiv:2105.05728, 2021 | 4 | 2021 |
| A comprehensive ml-based respiratory monitoring system for physiological monitoring & resource planning in the icu M Hüser, X Lyu, M Faltys, A Pace, M Hoche, SL Hyland, H Yèche, ... medRxiv, 2024.01. 23.24301516, 2024 | 3 | 2024 |
| Maximum margin linear classifiers in unions of subspaces X Lyu, J Zepeda, P Pérez IEEE Transactions on Signal Processing 5 (5), 1061-1073, 2011 | 3 | 2011 |
| An empirical study on KDIGO-defined acute kidney injury prediction in the intensive care unit X Lyu, B Fan, M Hüser, P Hartout, T Gumbsch, M Faltys, TM Merz, ... Bioinformatics 40 (Supplement_1), i247-i256, 2024 | 1 | 2024 |
| Predicting circulatory system deterioration in intensive care unit patients. SL Hyland, M Hüser, X Lyu, M Faltys, T Merz, G Rätsch AIH@ IJCAI, 87-92, 2018 | 1 | 2018 |
| Application of Machine Learning to Health Data: From Clinical to Genomics X Lyu ETH Zurich, 2023 | | 2023 |
| A Machine Learning-based Early Warning System for Circulatory System Deterioration in Intensive Care Unit Patients. SL Hyland, M Faltys, M Hüser, X Lyu, C Esteban, G Rätsch, T Merz AMIA, 2018 | | 2018 |
