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Multivariate Time Series Forecasting

Papers

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Showing 201–245 of 245 papers

TitleStatusHype
A Pattern Discovery Approach to Multivariate Time Series Forecasting—0
A K-variate Time Series Is Worth K Words: Evolution of the Vanilla Transformer Architecture for Long-term Multivariate Time Series Forecasting—0
cs-net: structural approach to time-series forecasting for high-dimensional feature space data with limited observations—0
A Transformer Framework for Data Fusion and Multi-Task Learning in Smart CitiesCode0
A Graph Neural Networks based Framework for Topology-Aware Proactive SLA Management in a Latency Critical NFV Application Use-case—0
How Features Benefit: Parallel Series Embedding for Multivariate Time Series Forecasting with TransformerCode0
Edge-Varying Fourier Graph Networks for Multivariate Time Series Forecasting—0
MTSMAE: Masked Autoencoders for Multivariate Time-Series Forecasting—0
Masked Multi-Step Multivariate Time Series Forecasting with Future Information—0
Distributional Drift Adaptation with Temporal Conditional Variational Autoencoder for Multivariate Time Series Forecasting—0
Prediction of the motion of chest internal points using a recurrent neural network trained with real-time recurrent learning for latency compensation in lung cancer radiotherapyCode0
Less Is More: Fast Multivariate Time Series Forecasting with Light Sampling-oriented MLP Structures—0
Differentially Private Multivariate Time Series Forecasting of Aggregated Human Mobility With Deep Learning: Input or Gradient Perturbation?Code0
Triformer: Triangular, Variable-Specific Attentions for Long Sequence Multivariate Time Series Forecasting--Full Version—0
Multivariate Time Series Forecasting with Latent Graph Inference—0
Balanced Graph Structure Learning for Multivariate Time Series ForecastingCode0
Modeling Variable Space with Residual Tensor Networks for Multivariate Time Series—0
TAMP-S2GCNets: Coupling Time-Aware Multipersistence Knowledge Representation with Spatio-Supra Graph Convolutional Networks for Time-Series Forecasting—0
High-dimensional Multivariate Time Series Forecasting in IoT Applications using Embedding Non-stationary Fuzzy Time Series—0
Traffic signal prediction on transportation networks using spatio-temporal correlations on graphsCode0
Systematic Generalization in Neural Networks-based Multivariate Time Series Forecasting ModelsCode0
Temporal Latent Auto-Encoder: A Method for Probabilistic Multivariate Time Series Forecasting—0
Series Saliency: Temporal Interpretation for Multivariate Time Series Forecasting—0
Evaluation of Local Explanation Methods for Multivariate Time Series Forecasting—0
LAVARNET: Neural Network Modeling of Causal Variable Relationships for Multivariate Time Series Forecasting—0
MTHetGNN: A Heterogeneous Graph Embedding Framework for Multivariate Time Series Forecasting—0
Parallel Extraction of Long-term Trends and Short-term Fluctuation Framework for Multivariate Time Series Forecasting—0
Attention Mechanism for Multivariate Time Series Recurrent Model Interpretability Applied to the Ironmaking Industry—0
PECAIQR: A Model for Infectious Disease Applied to the Covid-19 Epidemic—0
If You Like It, GAN It. Probabilistic Multivariate Times Series Forecast With GANCode0
Towards Better Forecasting by Fusing Near and Distant Future VisionsCode0
Joint Modeling of Local and Global Temporal Dynamics for Multivariate Time Series Forecasting with Missing Values—0
DSANet: Dual Self-Attention Network for Multivariate Time Series ForecastingCode0
Probabilistic sequential matrix factorizationCode0
STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand ForecastingCode0
A Bayesian Monte Carlo approach for predicting the spread of infectious diseasesCode0
Temporal Pattern Attention for Multivariate Time Series ForecastingCode0
A Memory-Network Based Solution for Multivariate Time-Series ForecastingCode0
Deep Learning for Epidemiological Predictions—0
BRITS: Bidirectional Recurrent Imputation for Time SeriesCode0
R2N2: Residual Recurrent Neural Networks for Multivariate Time Series Forecasting—0
Patient Subtyping via Time-Aware LSTM NetworksCode0
Predictive Business Process Monitoring with LSTM Neural NetworksCode0
Structured Inference Networks for Nonlinear State Space ModelsCode0
MIMIC-III, a freely accessible critical care databaseCode0
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All datasetsUSHCN-DailyMuJoCoPhysioNet Challenge 2012ETTh1 (192) MultivariateETTh1 (96) MultivariateBPI challenge '12ETTh1 (336) MultivariateHelpdeskMIMIC-IIIAEPElectricityETTh1 (48) Multivariate

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1NeuralODE-VAEMSE0.96—Unverified
2Sequential VAEMSE0.83—Unverified
3NeuralODE-VAE-MaskMSE0.83—Unverified
4T-LSTMMSE0.59—Unverified
5BRITSMSE0.53—Unverified
6GRU-ODE-BayesMSE0.43—Unverified
7GraFITiMSE0.27—Unverified
8FLDMSE0.26—Unverified
#ModelMetricClaimedVerifiedStatus
1RNN ∆tMSE (10^-2, 50% missing)30.57—Unverified
2ODE-RNNMSE (10^-2, 50% missing)26.46—Unverified
3RNN GRU-DMSE (10^-2, 50% missing)5.83—Unverified
4RNN-VAEMSE (10^-2, 50% missing)1.78—Unverified
5Latent ODE (RNN enc.)MSE (10^-2, 50% missing)1.38—Unverified
6Latent ODE (ODE enc)MSE (10^-2, 50% missing)1.26—Unverified
#ModelMetricClaimedVerifiedStatus
1Latent ODE (RNN enc.)mse (10^-3)3.16—Unverified
2RNN-VAEmse (10^-3)3.06—Unverified
3Latent ODE (ODE enc)mse (10^-3)2.23—Unverified
4Latent ODE + Poissonmse (10^-3)2.21—Unverified
#ModelMetricClaimedVerifiedStatus
1TSMixerMAE0.42—Unverified
2PRformerMAE0.41—Unverified
3MMFNetMSE0.4—Unverified
#ModelMetricClaimedVerifiedStatus
1TSMixerMAE0.4—Unverified
2PRformerMAE0.38—Unverified
3MMFNetMSE0.36—Unverified
#ModelMetricClaimedVerifiedStatus
1QuerySelectorAccuracy0.79—Unverified
2LSTMAccuracy0.76—Unverified
#ModelMetricClaimedVerifiedStatus
1TSMixerMSE0.42—Unverified
2MMFNetMSE0.41—Unverified
#ModelMetricClaimedVerifiedStatus
1QuerySelectorAccuracy0.74—Unverified
2LSTMAccuracy0.71—Unverified
#ModelMetricClaimedVerifiedStatus
1T-LSTMNegLL1.02—Unverified
2GRU-ODE-BayesNegLL0.83—Unverified
#ModelMetricClaimedVerifiedStatus
1LSTM-SC12 steps MAPE2.58—Unverified
#ModelMetricClaimedVerifiedStatus
1GLinearMSE 0.09—Unverified
#ModelMetricClaimedVerifiedStatus
1GLinearMSE 0.31—Unverified
#ModelMetricClaimedVerifiedStatus
1MMFNetMSE0.38—Unverified
#ModelMetricClaimedVerifiedStatus
1UOROJitter0.97—Unverified
#ModelMetricClaimedVerifiedStatus
1GLinearMSE 0.32—Unverified
#ModelMetricClaimedVerifiedStatus
1GLinearMSE0.07—Unverified