no code implementations • 27 Mar 2024 • Fabian Baldenweg, Manuel Burger, Gunnar Rätsch, Rita Kuznetsova
Electronic Health Record (EHR) datasets from Intensive Care Units (ICU) contain a diverse set of data modalities.
no code implementations • 19 Mar 2024 • Hugo Yèche, Manuel Burger, Dinara Veshchezerova, Gunnar Rätsch
This study advances Early Event Prediction (EEP) in healthcare through Dynamic Survival Analysis (DSA), offering a novel approach by integrating risk localization into alarm policies to enhance clinical event metrics.
1 code implementation • 6 Dec 2023 • Kacper Kapuśniak, Manuel Burger, Gunnar Rätsch, Amir Joudaki
The rapid expansion of genomic sequence data calls for new methods to achieve robust sequence representations.
no code implementations • 15 Nov 2023 • Rita Kuznetsova, Alizée Pace, Manuel Burger, Hugo Yèche, Gunnar Rätsch
Recent findings in deep learning for tabular data are now surpassing these classical methods by better handling the severe heterogeneity of data input features.
no code implementations • 13 Nov 2023 • Samyak Jain, Manuel Burger, Gunnar Rätsch, Rita Kuznetsova
Intensive Care Units (ICU) require comprehensive patient data integration for enhanced clinical outcome predictions, crucial for assessing patient conditions.
1 code implementation • 1 Nov 2023 • Yurong Hu, Manuel Burger, Gunnar Rätsch, Rita Kuznetsova
In research areas with scarce data, representation learning plays a significant role.
1 code implementation • 10 Jul 2023 • Manuel Burger, Gunnar Rätsch, Rita Kuznetsova
The results demonstrate the significance of multi-modal medical concept representations based on prior medical knowledge.