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ResearchFormerly WizWand

Multi-step short-term forecasting on COVID-19 (test)

0.071MAEFreTS
0.042160.236830.43150.62617Nov 10, 2023Jan 25, 2024Apr 11, 2024Jun 27, 2024Sep 12, 2024Nov 28, 2024Feb 13, 2025
Updated 8mo ago

Evaluation results

MethodLinks
FreTSInput length=12, Prediction length=32023.110.0710.103
GraphWaveNetInput length=12, Prediction length=32023.110.0920.129
FreTSInput length=12, Prediction length=62023.110.0930.131
FreTSInput length=12, Prediction length=92023.110.1090.148
FreTSInput length=12, Prediction length=122023.110.1240.164
AGCRNInput length=12, Prediction length=32023.110.130.172
GraphWaveNetInput length=12, Prediction length=62023.110.1330.179
ReformerInput length=12, Prediction length=62023.110.1390.186
TAMP-S2GCNetsInput length=12, Prediction length=32023.110.140.19
AutoformerInput length=12, Prediction length=62023.110.1440.191
ReformerInput length=12, Prediction length=92023.110.1480.197
TAMP-S2GCNetsInput length=12, Prediction length=62023.110.150.2
AutoformerInput length=12, Prediction length=92023.110.1520.201
ReformerInput length=12, Prediction length=122023.110.1520.209
AutoformerInput length=12, Prediction length=122023.110.1590.211
FEDformerInput length=12, Prediction length=122023.110.160.219
FEDformerInput length=12, Prediction length=62023.110.1690.242
TAMP-S2GCNetsInput length=12, Prediction length=92023.110.170.23
AGCRNInput length=12, Prediction length=62023.110.1710.218
GraphWaveNetInput length=12, Prediction length=92023.110.1710.225
FEDformerInput length=12, Prediction length=92023.110.1750.247
TAMP-S2GCNetsInput length=12, Prediction length=122023.110.180.23
InformerInput length=12, Prediction length=92023.110.1840.242
InformerInput length=12, Prediction length=62023.110.190.245
InformerInput length=12, Prediction length=122023.110.20.259
GraphWaveNetInput length=12, Prediction length=122023.110.2010.255
ReformerInput length=12, Prediction length=32023.110.2120.282
AutoformerInput length=12, Prediction length=32023.110.2120.28
AGCRNInput length=12, Prediction length=92023.110.2240.277
InformerInput length=12, Prediction length=32023.110.2340.312
FEDformerInput length=12, Prediction length=32023.110.2460.328
StemGNNInput length=12, Prediction length=32023.110.2470.318
AGCRNInput length=12, Prediction length=122023.110.2540.309
ModePlaitForecasting steps=52025.020.2680.588
MTGNNInput length=12, Prediction length=32023.110.2760.379
PatchTSTForecasting steps=52025.020.2990.64
TimesNetForecasting steps=52025.020.3140.659
StemGNNInput length=12, Prediction length=62023.110.3440.429
StemGNNInput length=12, Prediction length=92023.110.3590.442
ModePlaitForecasting steps=102025.020.3610.74
MTGNNInput length=12, Prediction length=122023.110.3940.488
TimesNetForecasting steps=102025.020.410.841
StemGNNInput length=12, Prediction length=122023.110.4210.508
MTGNNInput length=12, Prediction length=62023.110.4460.513
ModePlaitForecasting steps=152025.020.4610.932
MTGNNInput length=12, Prediction length=92023.110.4840.548
TimesNetForecasting steps=152025.020.5161.026
PatchTSTForecasting steps=102025.020.5231.053
OrbitMapForecasting steps=52025.020.6461.117
ARIMAForecasting steps=52025.020.6751.259
PatchTSTForecasting steps=152025.020.6861.309
ARIMAForecasting steps=102025.020.6871.26
DeepARForecasting steps=152025.020.691.265
DeepARForecasting steps=52025.020.6911.241
DeepARForecasting steps=102025.020.6931.255
ARIMAForecasting steps=152025.020.7181.277
OrbitMapForecasting steps=102025.020.7841.353
OrbitMapForecasting steps=152025.020.7921.351