PhysioNet Challenge 2012

The PhysioNet Challenge 2012 dataset is publicly available and contains the de-identified records of 8000 patients in Intensive Care Units (ICU). Each record consists of roughly 48 hours of multivariate time series data with up to 37 features recorded at various times from the patients during their stay such as respiratory rate, glucose etc.

Source: Multi-resolution Networks For Flexible Irregular Time Series Modeling (Multi-FIT)

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Benchmarks

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Task	Dataset Variant	Best Model
Time Series Classification	PhysioNet Challenge 2012	GRU-D
Multivariate Time Series Imputation	PhysioNet Challenge 2012	SAITS
Time Series Analysis	PhysioNet Challenge 2012	naive classifier
Multivariate Time Series Forecasting	PhysioNet Challenge 2012	Latent ODE + Poisson
Imputation	PhysioNet Challenge 2012	GP-VAE