xinychen / vars
Discovering dynamic patterns from spatiotemporal data with time-varying low-rank autoregression. (IEEE TKDE'24)
☆18Updated this week
Related projects ⓘ
Alternatives and complementary repositories for vars
- Temporal matrix factorization for sparse traffic time series forecasting.☆48Updated last month
- ☆110Updated last year
- ☆16Updated 2 years ago
- Multistep Traffic Forecasting by Dynamic Graph Convolution: Interpretations of Real-Time Spatial Correlations☆16Updated 4 months ago
- SATCN for Kriging☆14Updated 2 years ago
- ☆40Updated 2 years ago
- [ICDE'20] Predicting Origin-Destination Flow via Multi-Perspective Graph Convolutional Network (Pytorch Replication)☆17Updated 3 years ago
- Implementation of STG2Seq: Spatial-temporal Graph to Sequence Model for Multi-step Passenger Demand Forecasting☆30Updated 4 years ago
- ☆13Updated 2 years ago
- [CIKM 2023] MemDA: Forecasting Urban Time Series with Memory-based Drift Adaptation☆20Updated 11 months ago
- ☆26Updated 3 years ago
- Code for our paper "Temporal Graph Neural Networks for Irregular Data"☆17Updated 11 months ago
- Papers on Spatial-Temporal Graph Neural Networks☆26Updated 2 years ago
- Transportation data online prediction☆46Updated 3 years ago
- Uncertainty Quantification for Deep Spatiotemporal Forecasting☆21Updated 2 months ago
- Official implementation of "Predictive and Prescriptive Performance of Bike-Sharing Demand Forecasts for Inventory Management"☆19Updated 3 years ago
- Automated Dilated Spatio-Temporal Synchronous Graph Modeling for Traffic Prediction☆19Updated last year
- We propose a statistical learning-based traffic speed estimation method that uses sparse vehicle trajectory information. Using a convolut…☆22Updated 4 years ago
- An end-to-end deep learning model for spatial-temporal prediction☆33Updated 2 years ago
- KDD'23 --- Graph Neural Processes for Spatio-Temporal Extrapolation☆32Updated last year
- The repo for the ITSC 2022 paper "Forecasting Regional Multimodal Transportation Demand with Graph Neural Networks: An Open Dataset"☆19Updated last year
- ForecastGrapher: Redefining Multivariate Time Series Forecasting with Graph Neural Networks☆18Updated 4 months ago
- Source code of implementing spatial-temporal zero-inflated negative binomial network for trip demand prediction☆24Updated 2 years ago
- ☆19Updated 4 years ago
- Laplacian convolutional representation for traffic time series imputation. (IEEE TKDE'24)☆10Updated this week
- Pytorch implementation of Spatoi-temporal Differential Equation Network (STDEN).☆32Updated 2 years ago
- The codes and data of paper "Curb-GAN: Conditional Urban Traffic Estimation through Spatio-Temporal Generative Adversarial Networks"☆32Updated 4 years ago
- Official implementation of "Towards Generative Modeling of Urban Flow through Knowledge-enhanced Denoising Diffusion"(SIGSPATIAL'23)☆20Updated 9 months ago
- Repository for paper 'Truncated tensor Schatten p-norm based approach for spatiotemporal traffic data imputation with complicated missing…☆12Updated last year
- ☆29Updated 4 years ago