Multivariate Time Series Forecasting 벤치마크

Multivariate Time Series Forecasting on MuJoCo

18개 결과 · ⬇ CSV · JSON

MSE (10^-2, 50% missing) 낮을수록 좋음

Rank	Model	MSE (10^-2, 50% missing)	Paper	Code	Year
1	Latent ODE (ODE enc)	1.258	Latent ODEs for Irregularly-Sampled Time Series	YuliaRubanova/latent_ode · patrick-kidger/torchcde · jacobjinkelly/easy-neural-ode · +8	2019
2	Latent ODE (RNN enc.)	1.377	Neural Ordinary Differential Equations	rtqichen/torchdiffeq · msurtsukov/neural-ode · MilesCranmer/lagrangian_nns · +53	2018
3	RNN-VAE	1.782	Neural Ordinary Differential Equations	rtqichen/torchdiffeq · msurtsukov/neural-ode · MilesCranmer/lagrangian_nns · +53	2018
4	RNN GRU-D	5.833	Recurrent Neural Networks for Multivariate Time Series with Missing Values	WenjieDu/PyPOTS · PeterChe1990/GRU-D · Han-JD/GRU-D · +4	2016
5	ODE-RNN	26.463	Latent ODEs for Irregularly-Sampled Time Series	YuliaRubanova/latent_ode · patrick-kidger/torchcde · jacobjinkelly/easy-neural-ode · +8	2019
6	RNN ∆t	30.571
7	Latent ODE (ODE enc)	1.258	Latent ODEs for Irregularly-Sampled Time Series	YuliaRubanova/latent_ode · patrick-kidger/torchcde · jacobjinkelly/easy-neural-ode · +8	2019
8	Latent ODE (RNN enc.)	1.377	Neural Ordinary Differential Equations	rtqichen/torchdiffeq · msurtsukov/neural-ode · MilesCranmer/lagrangian_nns · +53	2018
9	RNN-VAE	1.782	Neural Ordinary Differential Equations	rtqichen/torchdiffeq · msurtsukov/neural-ode · MilesCranmer/lagrangian_nns · +53	2018
10	RNN GRU-D	5.833	Recurrent Neural Networks for Multivariate Time Series with Missing Values	WenjieDu/PyPOTS · PeterChe1990/GRU-D · Han-JD/GRU-D · +4	2016
11	ODE-RNN	26.463	Latent ODEs for Irregularly-Sampled Time Series	YuliaRubanova/latent_ode · patrick-kidger/torchcde · jacobjinkelly/easy-neural-ode · +8	2019
12	RNN ∆t	30.571
13	Latent ODE (ODE enc)	1.258	Latent ODEs for Irregularly-Sampled Time Series	YuliaRubanova/latent_ode · patrick-kidger/torchcde · jacobjinkelly/easy-neural-ode · +8	2019
14	Latent ODE (RNN enc.)	1.377	Neural Ordinary Differential Equations	rtqichen/torchdiffeq · msurtsukov/neural-ode · MilesCranmer/lagrangian_nns · +53	2018
15	RNN-VAE	1.782	Neural Ordinary Differential Equations	rtqichen/torchdiffeq · msurtsukov/neural-ode · MilesCranmer/lagrangian_nns · +53	2018
16	RNN GRU-D	5.833	Recurrent Neural Networks for Multivariate Time Series with Missing Values	WenjieDu/PyPOTS · PeterChe1990/GRU-D · Han-JD/GRU-D · +4	2016
17	ODE-RNN	26.463	Latent ODEs for Irregularly-Sampled Time Series	YuliaRubanova/latent_ode · patrick-kidger/torchcde · jacobjinkelly/easy-neural-ode · +8	2019
18	RNN ∆t	30.571