Search Results for author: Xinrui Lyu

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.

Circulatory Failure ICU Mortality +5

Improving Clinical Predictions through Unsupervised Time Series Representation Learning

no code implementations2 Dec 2018 Xinrui Lyu, Matthias Hueser, Stephanie L. Hyland, George Zerveas, Gunnar Raetsch

In this work, we investigate unsupervised representation learning on medical time series, which bears the promise of leveraging copious amounts of existing unlabeled data in order to eventually assist clinical decision making.

Decision Making Representation Learning +1

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