PhysioNet Challenge 2012

ImagesMedical

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) Image Source: https://physionet.org/content/challenge-2016/1.0.0/

Benchmarks

Feature Engineering/AUROC Feature Engineering/MAE (10% of data as GT)Feature Engineering/mse (10^-3)Imputation/AUROC Imputation/MAE (10% of data as GT)Imputation/mse (10^-3)Multivariate Time Series Forecasting/mse (10^-3)Multivariate Time Series Forecasting/MSE stdev Time Series Analysis/F1 Time Series Analysis/mse (10^-3)Time Series Analysis/MSE stdev Time Series Classification/AUC Time Series Classification/AUC Stdev Time Series Classification/AUPRC Time Series Classification/AUROC Time Series Forecasting/mse (10^-3)Time Series Forecasting/MSE stdev