Time Series Classification on PhysioNet Challenge 2012

Metric: AUPRC (higher is better)

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#	Model↕	AUPRC▼	Extra Data	Paper	Date↕	Code
1	GRU-D - APC (n = 1)	55.1	No	As easy as APC: overcoming missing data and clas...	2021-06-29	Code
2	GRU-Simple	53.8	No	As easy as APC: overcoming missing data and clas...	2021-06-29	Code
3	GRU-D [12]	53.7	No	As easy as APC: overcoming missing data and clas...	2021-06-29	Code
4	GRU-APC (n = 1)	53.5	No	As easy as APC: overcoming missing data and clas...	2021-06-29	Code
5	GRU-D - APC (n = 0)	53.3	No	As easy as APC: overcoming missing data and clas...	2021-06-29	Code
6	GRU-D	53.1	No	As easy as APC: overcoming missing data and clas...	2021-06-29	Code
7	GRU-Forward	52	No	As easy as APC: overcoming missing data and clas...	2021-06-29	Code
8	GRU	51.4	No	As easy as APC: overcoming missing data and clas...	2021-06-29	Code
9	GRU-APC (n = 0)	50.4	No	As easy as APC: overcoming missing data and clas...	2021-06-29	Code
10	GRU-Mean	50.3	No	As easy as APC: overcoming missing data and clas...	2021-06-29	Code

#1GRU-D - APC (n = 1)SOTA
55.1
AUPRC· 2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning Code
#2GRU-Simple
53.8
AUPRC· 2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning Code
#3GRU-D [12]
53.7
AUPRC· 2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning Code
#4GRU-APC (n = 1)
53.5
AUPRC· 2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning Code
#5GRU-D - APC (n = 0)
53.3
AUPRC· 2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning Code
#6GRU-D
53.1
AUPRC· 2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning Code
#7GRU-Forward
52
AUPRC· 2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning Code
#8GRU
51.4
AUPRC· 2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning Code
#9GRU-APC (n = 0)
50.4
AUPRC· 2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning Code
#10GRU-Mean
50.3
AUPRC· 2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning Code