Time Series Forecasting on ETTh1 (192) Multivariate

34개 결과 · ⬇ CSV · JSON

MSE 낮을수록 좋음

Rank	Model	MSE	MAE	Paper	Code	Year
1	PatchMixer	0.373	0.394	PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting	Zeying-Gong/PatchMixer · hughxx/tsf-new-paper-taste	2023
2	xPatch	0.376	0.395	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition	stitsyuk/xpatch	2024
3	SCNN	0.379	0.398	Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting	JLDeng/SCNN	2023
4	SegRNN	0.385	0.402	SegRNN: Segment Recurrent Neural Network for Long-Term Time Series Forecasting	thuml/Time-Series-Library · WenjieDu/PyPOTS · lss-1138/SegRNN · +1	2023
5	LTBoost (drop_last=false)	0.396	0.406	LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting	hubtru/LTBoost	2024
6	PRformer	0.397	–	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting	usualheart/prformer	2024
7	TSMixer	0.399	0.418	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting	ibm/tsfm	2023
8	MoLE-RLinear	0.403	–	Mixture-of-Linear-Experts for Long-term Time Series Forecasting	rogerni/mole	2023
9	RLinear	0.404	0.412	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping	plumprc/rtsf	2023
10	DLinear	0.405	0.416	Are Transformers Effective for Time Series Forecasting?	cure-lab/DLinear · cure-lab/ltsf-linear · WenjieDu/PyPOTS · +7	2022
11	DiPE-Linear	0.407	–	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting	wintertee/dipe-linear	2024
12	NLinear	0.408	0.415	Are Transformers Effective for Time Series Forecasting?	cure-lab/DLinear · cure-lab/ltsf-linear · WenjieDu/PyPOTS · +7	2022
13	TiDE	0.412	0.422	Long-term Forecasting with TiDE: Time-series Dense Encoder	google-research/google-research · unit8co/darts · WenjieDu/PyPOTS · +2	2023
14	PatchTST/64	0.413	0.429	A Time Series is Worth 64 Words: Long-term Forecasting with Transformers	timeseriesAI/tsai · yuqinie98/patchtst · thuml/iTransformer · +5	2022
15	FiLM	0.414	0.423	FiLM: Frequency improved Legendre Memory Model for Long-term Time Series Forecasting	WenjieDu/PyPOTS · tianzhou2011/FiLM · damo-di-ml/neurips2022-film	2022
16	TEFN	0.433	0.419	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting	WenjieDu/PyPOTS · ztxtech/Time-Evidence-Fusion-Network	2024
17	MoLE-DLinear	0.453	–	Mixture-of-Linear-Experts for Long-term Time Series Forecasting	rogerni/mole	2023
18	PatchMixer	0.373	0.394	PatchMixer: A Patch-Mixing Architecture for Long-Term Time Series Forecasting	Zeying-Gong/PatchMixer · hughxx/tsf-new-paper-taste	2023
19	xPatch	0.376	0.395	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition	stitsyuk/xpatch	2024
20	SCNN	0.379	0.398	Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting	JLDeng/SCNN	2023