Multivariate Time Series Forecasting
Multivariate Time Series Forecasting是指在时间序列分析中,同时考虑多个变量之间的相互作用和依赖关系,以预测未来的时间点上的变量值。其目标是通过建模多变量的时间动态特性,提高预测精度和可靠性。该方法在金融、经济、环境监测、工业控制等领域具有重要应用价值,能够帮助决策者更好地理解复杂系统的运行状态和发展趋势。
AEP
BPI challenge '12
QuerySelector
Electricity
ETTh1 (192) Multivariate
ETTh1 (336) Multivariate
ETTh1 (48) Multivariate
ETTh1 (720) Multivariate
ETTh1 (96) Multivariate
ETTh2 (720) Multivariate
MMFNet
ExtMarker
UORO
Helpdesk
QuerySelector
MIMIC-III
GraFITi
MuJoCo
Latent ODE (ODE enc)
PhysioNet Challenge 2012
Latent ODE + Poisson
Traffic
USHCN-Daily
FLD
Weather