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Paul Elbers

2 accepted papers

2024

Yet Another ICU Benchmark: A Flexible Multi-Center Framework for Clinical ML

ICLR 2024poster

Medical applications of machine learning (ML) have experienced a surge in popularity in recent years. Given the abundance of available data from electronic health records, the intensive care unit (ICU) is a natural habitat for ML. Models have been proposed to address numerous ICU prediction tasks li…

Cited by 15SourcePDFScholar
2021

Integrating Expert ODEs into Neural ODEs: Pharmacology and Disease Progression

NeurIPS 2021poster

Modeling a system's temporal behaviour in reaction to external stimuli is a fundamental problem in many areas. Pure Machine Learning (ML) approaches often fail in the small sample regime and cannot provide actionable insights beyond predictions. A promising modification has been to incorporate exper…