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Zeitreihenprognose
Time Series Forecasting On Etth2 720 2
Time Series Forecasting On Etth2 720 2
Metriken
MAE
MSE
Ergebnisse
Leistungsergebnisse verschiedener Modelle zu diesem Benchmark
Columns
Modellname
MAE
MSE
Paper Title
Transformer
0.434
0.2853
Long-term series forecasting with Query Selector -- efficient model of sparse attention
SCINet
0.429
0.286
SCINet: Time Series Modeling and Forecasting with Sample Convolution and Interaction
DLinear
0.426
0.276
Are Transformers Effective for Time Series Forecasting?
QuerySelector
0.413
0.2585
Long-term series forecasting with Query Selector -- efficient model of sparse attention
FiLM
0.396
0.241
FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting
NLinear
0.381
0.225
Are Transformers Effective for Time Series Forecasting?
PatchTST/64
0.38
0.223
A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
PatchMixer
0.374
0.217
PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting
SegRNN
0.365
0.205
SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting
AutoCon
0.344
0.177
Self-Supervised Contrastive Learning for Long-term Forecasting
Informer
0.338
0.181
Informer: Beyond Efficient Transformer for Long Sequence Time-Series Forecasting
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Time Series Forecasting On Etth2 720 2 | SOTA | HyperAI