As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning

Benchmark Model Rank Results
time-series-classification-on-physionetGRU-D - APC (n = 1)#15AUPRC: 55.1
time-series-classification-on-physionetGRU-Simple#16AUPRC: 53.8
time-series-classification-on-physionetGRU-D [12]#17AUPRC: 53.7AUROC: 0.863
time-series-classification-on-physionetGRU-APC (n = 1)#18AUPRC: 53.5
time-series-classification-on-physionetGRU-D - APC (n = 0)#19AUPRC: 53.3
time-series-classification-on-physionetGRU-D#20AUPRC: 53.1
time-series-classification-on-physionetGRU-Forward#21AUPRC: 52
time-series-classification-on-physionetGRU#22AUPRC: 51.4
time-series-classification-on-physionetGRU-APC (n = 0)#23AUPRC: 50.4
time-series-classification-on-physionetGRU-Mean#24AUPRC: 50.3
time-series-classification-on-physionetBRITS [4]#25AUROC: 0.85
time-series-classification-on-physionetGRU-D [6]#26AUROC: 0.8424
time-series-classification-on-physionetGRU-D [4]#27AUROC: 0.834
time-series-on-physionet-challenge-2012naive classifier#1F1: 87.47
time-series-on-physionet-challenge-2012GRU-D - APC (n = 1)#2F1: 27.3
time-series-on-physionet-challenge-2012GRU-APC (n = 1)#3F1: 25.7
time-series-on-physionet-challenge-2012GRU-D#4F1: 22.5
time-series-on-physionet-challenge-2012GRU#5F1: 22.3
time-series-on-physionet-challenge-2012GRU-Simple#6F1: 22.2
time-series-on-physionet-challenge-2012GRU-Mean#7F1: 22.1