Multivariate Time-series Forecasting on ECG (test)
0.04MAEAdvSynGNN
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| AdvSynGNNLength=2562026.02 | 0.04 | — | — | |
| AdvSynGNNLength=1282026.02 | 0.042 | — | — | |
| AdvSynGNNLength=642026.02 | 0.044 | — | — | |
| GAT-GANLength=2562026.02 | 0.047 | — | — | |
| GAT-GANLength=1282026.02 | 0.048 | — | — | |
| GAT-GANLength=642026.02 | 0.049 | — | — | |
| StemGNN2021.03 | 0.05 | 0.07 | 10.58 | |
| SigCWGANLength=162026.02 | 0.053 | — | — | |
| AdvSynGNNLength=162026.02 | 0.055 | — | — | |
| GMMNLength=162026.02 | 0.058 | — | — | |
| RCGANLength=162026.02 | 0.058 | — | — | |
| GAT-GANLength=162026.02 | 0.06 | — | — | |
| TimeGANLength=162026.02 | 0.061 | — | — | |
| N-BEATS2021.03 | 0.08 | 0.16 | 12.428 | |
| LSTNet2021.03 | 0.08 | 0.12 | 12.74 | |
| DeepState2021.03 | 0.09 | 0.76 | 19.21 | |
| DeepGLO2021.03 | 0.09 | 0.15 | 12.45 | |
| TCN2021.03 | 0.1 | 0.3 | 19.03 | |
| TimeGANLength=642026.02 | 0.121 | — | — | |
| SigCWGANLength=1282026.02 | 0.147 | — | — | |
| SigCWGANLength=642026.02 | 0.148 | — | — | |
| GMMNLength=1282026.02 | 0.148 | — | — | |
| GMMNLength=642026.02 | 0.149 | — | — | |
| RCGANLength=642026.02 | 0.151 | — | — | |
| TimeGANLength=1282026.02 | 0.152 | — | — | |
| TimeGANLength=2562026.02 | 0.154 | — | — | |
| RCGANLength=1282026.02 | 0.154 | — | — | |
| GMMNLength=2562026.02 | 0.156 | — | — | |
| SigCWGANLength=2562026.02 | 0.167 | — | — | |
| RCGANLength=2562026.02 | 0.168 | — | — | |
| SFM2021.03 | 0.17 | 0.58 | 11.9 | |
| GraphWaveNet2021.03 | 0.19 | 0.86 | 19.67 | |
| FC-LSTM2021.03 | 0.32 | 0.54 | 31 |