Time Series Forecasting on ETTm2 (96) Multivariate

18개 결과 · ⬇ CSV · JSON

MSE 낮을수록 좋음

Rank	Model	MSE	MAE	Paper	Code	Year
1	xPatch	0.153	0.240	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition	stitsyuk/xpatch	2024
2	LTBoost (drop_last=false)	0.156	0.243	LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting	hubtru/LTBoost	2024
3	PRformer	0.162	–	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting	usualheart/prformer	2024
3	DiPE-Linear	0.162	–	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting	wintertee/dipe-linear	2024
5	SCNN	0.163	–	Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting	JLDeng/SCNN	2023
6	RLinear	0.164	0.253	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping	plumprc/rtsf	2023
6	TSMixer	0.164	0.255	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting	ibm/tsfm	2023
8	MoLE-DLinear	0.168	–	Mixture-of-Linear-Experts for Long-term Time Series Forecasting	rogerni/mole	2023
9	TEFN	0.181	0.264	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting	WenjieDu/PyPOTS · ztxtech/Time-Evidence-Fusion-Network	2024
10	xPatch	0.153	0.240	xPatch: Dual-Stream Time Series Forecasting with Exponential Seasonal-Trend Decomposition	stitsyuk/xpatch	2024
11	LTBoost (drop_last=false)	0.156	0.243	LTBoost: Boosted Hybrids of Ensemble Linear and Gradient Algorithms for the Long-term Time Series Forecasting	hubtru/LTBoost	2024
12	PRformer	0.162	–	PRformer: Pyramidal Recurrent Transformer for Multivariate Time Series Forecasting	usualheart/prformer	2024
12	DiPE-Linear	0.162	–	Disentangled Interpretable Representation for Efficient Long-term Time Series Forecasting	wintertee/dipe-linear	2024
14	SCNN	0.163	–	Disentangling Structured Components: Towards Adaptive, Interpretable and Scalable Time Series Forecasting	JLDeng/SCNN	2023
15	RLinear	0.164	0.253	Revisiting Long-term Time Series Forecasting: An Investigation on Linear Mapping	plumprc/rtsf	2023
15	TSMixer	0.164	0.255	TSMixer: Lightweight MLP-Mixer Model for Multivariate Time Series Forecasting	ibm/tsfm	2023
17	MoLE-DLinear	0.168	–	Mixture-of-Linear-Experts for Long-term Time Series Forecasting	rogerni/mole	2023
18	TEFN	0.181	0.264	Time Evidence Fusion Network: Multi-source View in Long-Term Time Series Forecasting	WenjieDu/PyPOTS · ztxtech/Time-Evidence-Fusion-Network	2024