Multivariate Time Series Forecasting on PEMS04 benchmark leaderboard · SOTA2 Research

Multivariate Time Series Forecasting on PEMS04

17.34MAE (Horizon 3)STEP

Evaluation Results

Method	Links
STEP2022.06		17.34	28.44	11.57	18.12	29.81	12	19.27	31.33	12.78	—
Graph WaveNet2022.06		18.15	29.24	12.27	19.12	30.62	13.28	20.69	33.02	14.11	—
MTGNN2022.06		18.22	30.13	12.47	19.27	32.21	13.09	20.93	34.49	14.02	—
GMAN2022.06		18.28	29.32	12.35	18.75	30.77	12.96	19.95	30.21	12.97	—
GTS2022.06		18.97	29.83	13.06	19.29	30.85	13.92	21.04	34.81	14.94	—
STGCN2022.06		19.35	30.76	12.81	21.85	34.43	14.13	26.97	41.11	16.84	—
STSGCN2022.06		19.41	30.69	12.82	21.83	34.33	14.54	26.27	40.11	14.71	—
ASTGCN2022.06		20.15	31.43	14.03	22.09	34.34	15.47	26.03	40.02	19.17	—
DCRNN2022.06		20.34	31.94	13.65	23.21	36.15	15.7	29.24	44.81	20.09	—
FC-LSTM2022.06		21.42	33.37	15.32	25.83	39.1	20.35	36.41	50.73	29.92	—
VAR2022.06		21.94	34.3	16.42	23.72	36.58	18.02	26.76	40.28	20.94	—
SVR2022.06		22.52	35.3	14.71	27.63	42.23	18.29	37.86	56.01	26.72	—
HA2022.06		28.92	42.69	20.31	33.73	49.37	24.01	46.97	67.43	35.11	—
AGCRN2022.08		—	—	—	—	—	—	—	—	—	28.49
DCRNN2022.08		—	—	—	—	—	—	—	—	—	95.12
GMAN2022.08		—	—	—	—	—	—	—	—	—	107.31
GWNet2022.08		—	—	—	—	—	—	—	—	—	27.88
LSTM2022.08		—	—	—	—	—	—	—	—	—	7.78
MTGNN2022.08		—	—	—	—	—	—	—	—	—	25.11
StemGNN2022.08		—	—	—	—	—	—	—	—	—	16.29
STGCN2022.08		—	—	—	—	—	—	—	—	—	41.16
STID2022.08		—	—	—	—	—	—	—	—	—	5.24
STNorm2022.08		—	—	—	—	—	—	—	—	—	18.2
VAR2022.08		—	—	—	—	—	—	—	—	—	14.73