jswang / stgat_traffic_prediction
This repository provides an open source implementation of the Spatio-Temporal GAT introduced by Zhang et al in "Spatial-Temporal Graph Attention Networks:A Deep Learning Approach for Traffic Forecasting" https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=8903252
☆96Updated 2 years ago
Alternatives and similar repositories for stgat_traffic_prediction
Users that are interested in stgat_traffic_prediction are comparing it to the libraries listed below
Sorting:
- ☆91Updated 2 years ago
- This is the repository for the collection of Deep Learning for Traffic Prediction Problems.☆230Updated last year
- Code of STFGNN@AAAI-2021 (Spatial-Temporal/ Traffic data forecasting)☆220Updated 4 years ago
- [AAAI'19] Spatiotemporal Multi-Graph Convolution Network for Ride-Hailing Demand Forecasting (Pytorch Replication)☆90Updated 4 years ago
- Traffic prediction is the task of predicting future traffic measurements (e.g. volume, speed, etc.) in a road network (graph), using hist…☆289Updated last year
- Summary of open source code for deep learning models in the field of traffic prediction☆260Updated 2 years ago
- Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution, TKDD 2023☆296Updated 3 years ago
- Traffic Flow Prediction with Vehicle Trajectories☆69Updated 4 years ago
- PeMS Datasets☆33Updated last year
- The pytorch implementation of Traffic Flow Prediction via Spatial Temporal Graph Neural Network☆135Updated last month
- ☆118Updated last year
- codes of Deep Spatio-Temporal Graph Convolutional Network for Traffic Accident Prediction☆71Updated 2 years ago
- Useful resources for traffic prediction, including popular papers, datasets, tutorials, toolkits, and other helpful repositories.☆139Updated 4 months ago
- Deep Learning for Spatio-Temporal Data☆67Updated 8 years ago
- AAAI 2020. Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting☆50Updated 2 years ago
- curated baselines and evaluation metrics to benchmark the task traffic flow prediction☆28Updated 2 years ago
- Implementation of Graph Muti-Attention Network with PyTorch☆160Updated last year
- ☆64Updated 3 years ago
- code for "Physical-Virtual Collaboration Graph Network for Station-Level Metro Ridership Prediction"☆55Updated 2 years ago
- Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting (ASTGCN) AAAI 2019☆229Updated 5 years ago
- Transportation data online prediction☆49Updated 3 years ago
- Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.☆126Updated 10 months ago
- ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction☆177Updated 5 months ago
- Adaptive Graph Convolutional Recurrent Network☆388Updated last year
- Diffusion Convolutional Recurrent Neural Network Implementation in PyTorch☆489Updated 9 months ago
- Creating an Adjacency Matrix Using the Dijkstra Algorithm for Graph Convolutional Networks GCNs☆23Updated last year
- AAAI 2020. Spatial-Temporal Synchronous Graph Convolutional Networks: A New Framework for Spatial-Temporal Network Data Forecasting☆390Updated 5 years ago
- The task is to restate a thesis and redo the experiment following the instructions in the paper.☆70Updated 4 years ago
- Paper:Spatio-Temporal Graph Convolutional Networks: A Deep Learning Framework for Traffic Forecasting . Implementation of spatio-temporal…☆144Updated 4 years ago
- Attention Based Spatial-Temporal Graph Convolutional Networks for Traffic Flow Forecasting, AAAI 2019, pytorch version☆18Updated 2 years ago