pems-bay

There are 1 repository under pems-bay topic.

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.
congestion-analysis explainable-ai feature-importance graph-neural-networks mcts-algorithm metr-la monte-carlo-tree-search natural-language-generation natural-language-processing nlp outcomes-analytics pems-bay post-hoc-explanation spatio-temporal-graph speed-prediction stgnn traffic-forecasting transparency trustworthy-ai xai
Language:Jupyter Notebook 10
TrafficGCN / ST-GCN
Repository for advanced traffic forecasting models integrating GCN, LSTM/Bi-LSTM, and attention mechanisms for improved accuracy, including weather data processing.
attention-mechanism gcn graph-neural-network graph-neural-networks gru lstm neural-network neural-networks python traffic traffic-analysis traffic-forecasting traffic-prediction weather data-science metr-la pems-bay
Language:Python 9
haversine_mapping_for_spatial_integration_in_graph_convolutional_networks
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'.
data data-science gcn graph graph-convolutional-network graph-convolutional-networks haversine haversine-formula neural-network neural-networks python temporal traffic traffic-analysis traffic-congestion weather t-gcn metr-la pems-bay
Language:Python 3