Codes for AAAI 2019 DeepSTN+: Context-aware Spatial-Temporal Neural Network for Crowd Flow Prediction in Metropolis
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Updated
Apr 10, 2020 - Python
Codes for AAAI 2019 DeepSTN+: Context-aware Spatial-Temporal Neural Network for Crowd Flow Prediction in Metropolis
Using a hybrid spatial-temporal deep learning approach to forecast subseasonal weather across 514 Western USA geographical regions
This project demonstrated multiple spatial-temporal models to predict PM2.5 in Beijing based on the air quality data and meteorology data from 2017-01-31 to 2018-01-31 of several monitoring stations in Beijing.
A unified Spatial Temporal Net Trainer for different baselines in Spatial Temporal Forecasting problems.
cloud-based, large-scale ST-GCN with OpenStreetMap features
An implementation of LaneGCN (Learning Lane Graph Representations for Motion Forecasting)
Predicting insecticide use across Canada
TianChi AIEarth Contest Solution
Source code for 'Dual Attention Based FL for Wireless Traffic Prediction'
Pytorch implementation of Spatio-temporal Differential Equation Network (STDEN).
ML on spatial-temporal data to predict wind speeds of satellite storm images --> InceptionV4 (2D CNN) on last frame & I3D (3D CNN) on optical flows of preceding 4 frames
Semi-Supervised Hierarchical Recurrent Graph Neural Network for City-Wide Parking Availability Prediction
A web-based tool that predicts crimes based on heterogeneous spatial patterns
Source codes of CIKM2022 Full Paper "Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities"
The code of paper "Spatial-Temporal Attention Network for Crime Prediction with Adaptive Graph Learning"
The official implementation for ICLR23 spotlight paper "DIFFormer: Scalable (Graph) Transformers Induced by Energy Constrained Diffusion"
📈 Awesome resources related to GNNs for Time Series Analysis (GNN4TS) 🔥 https://arxiv.org/abs/2307.03759
a novel transformer-based architecture named CSTTN for traffic prediction
Occ4cast: LiDAR-based 4D Occupancy Completion and Forecasting
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