OpenCodePapers

time-series-classification-on-physionet

Time Series Classification
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PaperCodeAUCAUC StdevAUPRCAUROCModelNameReleaseDate
Set Functions for Time Series✓ Link86.99%0.22%GRU-D2019-09-26
Interpolation-Prediction Networks for Irregularly Sampled Time Series✓ Link86.42%0.18%IP-NETS2019-09-13
Set Functions for Time Series✓ Link86.28%0.35%Transformer2019-09-26
Set Functions for Time Series✓ Link86.24%0.38%IP-Nets2019-09-26
Multi-Time Attention Networks for Irregularly Sampled Time Series✓ Link85.8%mTAND-Full2021-01-25
Multi-Time Attention Networks for Irregularly Sampled Time Series✓ Link85.4%mTAND-Enc2021-01-25
Set Functions for Time Series✓ Link85.14%0.13%SeFT-Attn2019-09-26
Recurrent Neural Networks for Multivariate Time Series with Missing Values✓ Link84.24%0.012%GRU-D2016-06-06
Self-Supervised Transformer for Sparse and Irregularly Sampled Multivariate Clinical Time-Series✓ Link83.90%STraTS2021-07-29
Latent ODEs for Irregularly-Sampled Time Series✓ Link83.3%0.9%ODE-RNN2019-07-08
Latent ODEs for Irregularly-Sampled Time Series✓ Link82.9%0.4%Latent ODE (ODE enc2019-07-08
Latent ODEs for Irregularly-Sampled Time Series✓ Link82.6%0.7%Latent ODE + Poisson2019-07-08
Set Functions for Time Series✓ Link81.69%0.43%GRU-Simple2019-09-26
Set Functions for Time Series✓ Link79.94%1.17%Phased-LSTM2019-09-26
[]()78.7%1.4%RNN ∆t
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning✓ Link55.1GRU-D - APC (n = 1)2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning✓ Link53.8GRU-Simple2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning✓ Link53.70.863GRU-D [12]2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning✓ Link53.5GRU-APC (n = 1)2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning✓ Link53.3GRU-D - APC (n = 0)2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning✓ Link53.1GRU-D2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning✓ Link52GRU-Forward2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning✓ Link51.4GRU2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning✓ Link50.4GRU-APC (n = 0)2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning✓ Link50.3GRU-Mean2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning✓ Link0.85BRITS [4]2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning✓ Link0.8424GRU-D [6]2021-06-29
As easy as APC: overcoming missing data and class imbalance in time series with self-supervised learning✓ Link0.834GRU-D [4]2021-06-29
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