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GitHub topics: metr-la

RiccardoSpolaor/Verbal-Explanations-of-Spatio-Temporal-Graph-Neural-Networks-for-Traffic-Forecasting

An eXplainable AI system to elucidate short-term speed forecasts in traffic networks obtained by Spatio-Temporal Graph Neural Networks.

Language: Jupyter Notebook - Size: 118 MB - Last synced at: 24 days ago - Pushed at: about 1 year ago - Stars: 18 - Forks: 2

TrafficGCN/ST-GCN

Repository for advanced traffic forecasting models integrating GCN, LSTM/Bi-LSTM, and attention mechanisms for improved accuracy, including weather data processing.

Language: Python - Size: 956 MB - Last synced at: about 1 month ago - Pushed at: 9 months ago - Stars: 16 - Forks: 3

TrafficGCN/haversine_mapping_for_spatial_integration_in_graph_convolutional_networks

Calculating the nearest weather sensor for each traffic sensor and then merging the weather sensors' temporal data with the traffic sensors'.

Language: Python - Size: 119 MB - Last synced at: about 1 month ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 1

Related Keywords
metr-la 3 pems-bay 3 gcn 2 data-science 2 graph-neural-networks 2 neural-network 2 neural-networks 2 python 2 traffic-forecasting 2 traffic 2 weather 2 traffic-analysis 2 gru 1 lstm 1 traffic-prediction 1 data 1 graph 1 graph-convolutional-network 1 graph-convolutional-networks 1 haversine 1 haversine-formula 1 t-gcn 1 temporal 1 traffic-congestion 1 congestion-analysis 1 explainable-ai 1 feature-importance 1 mcts-algorithm 1 monte-carlo-tree-search 1 natural-language-generation 1 natural-language-processing 1 nlp 1 outcomes-analytics 1 post-hoc-explanation 1 spatio-temporal-graph 1 speed-prediction 1 stgnn 1 transparency 1 trustworthy-ai 1 xai 1 attention-mechanism 1 graph-neural-network 1