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traffic-prediction

Here are 70 public repositories matching this topic...

LibCity / Bigscity-LibCity

LibCity: An Open Library for Urban Spatial-temporal Data Mining

deep-learning toolkit traffic eta map-matching representation-learning on-demand-service spatio-temporal traffic-prediction trajectory-prediction time-series-prediction spatio-temporal-prediction traffic-flow-prediction pytorch-implementation od-matrix traffic-forecasting estimated-time-of-arrival traffic-accident-prediction traffic-speed-prediction libcity

Updated Nov 14, 2024
Python

HKUDS / EasyST

[CIKM'2024] "EasyST: A Simple Framework for Spatio-Temporal Prediction"

knowledge-distillation traffic-prediction spatio-temporal-prediction urban-computing

Updated Sep 17, 2024
Python

lixus7 / Time-Series-Works-Conferences

Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)

deep-learning time-series location spatio-temporal demand-forecasting probabilistic-models spatio-temporal-data anomaly-detection traffic-prediction spatio-temporal-modeling accident-detection multivariate-timeseries time-series-prediction spatio-temporal-prediction time-series-forecasting paper-list time-series-imputation travel-time-prediction

Updated Sep 16, 2024

xiepeng21 / research_spatio-temporal-data-mining

A collection of research on spatio-temporal data mining

deep-learning time-series spatio-temporal spatio-temporal-data traffic-prediction urban-computing paper-list spatio-temporal-data-mining spatio-temporal-ai od-prediction

Updated Aug 24, 2024

wengwenchao123 / PM-DMNet

Pattern-Matching Dynamic Memory Network for Dual-Mode Traffic Prediction

memory-network traffic-prediction traffic-forecasting

Updated Aug 19, 2024
Python

HySonLab / TWGNN

Fast Temporal Wavelet Graph Neural Networks (NeurIPS 2023)

matrix-factorization traffic-prediction wavelet-transform brain-networks graph-neural-networks temporal-graph-learning

Updated Aug 10, 2024
Python

TrafficGCN / ST-GCN

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

python weather data-science neural-network traffic traffic-analysis lstm gru neural-networks attention-mechanism gcn traffic-prediction graph-neural-networks graph-neural-network traffic-forecasting metr-la pems-bay

Updated Aug 4, 2024
Python

blaz-cerpnjak / traffic-flow-prediction

🌎 🚙📚 Predicting travel times and traffic density on a highway in Slovenia

machine-learning recurrent-neural-networks lstm gru traffic-prediction onnx traffic-flow-prediction onnxruntime onnx-models mlflow-tracking travel-time-prediction evidently

Updated Jul 12, 2024
CSS

wengwenchao123 / RGDAN

[Neural Networks] RGDAN: A random graph diffusion attention network for traffic prediction

attention-mechanism traffic-prediction traffic-forcasting

Updated Jul 11, 2024
Python

AdammGreen / Time-Series-Analysis

Here is a time series analysis using R and Arima models to predict air traffic for Hong Kong Airport.

training r traffic-analysis arima traffic-prediction sarimax sarima

Updated Jul 10, 2024
R

LibCity / Bigscity-LibCity-PaperList

Paper list in traffic prediction field

deep-learning map-matching network-embedding spatio-temporal traffic-prediction spatio-temporal-prediction graph-neural-networks paper-list traffic-forecasting estimated-time-of-arrival libcity

Updated Jul 6, 2024

cruiseresearchgroup / forecasting-on-new-roads

Official repo for the following paper: Traffic Forecasting on New Roads Unseen in the Training Data Using Spatial Contrastive Pre-Training (SCPT) (ECML PKDD DAMI '23)

timeseries time-series neural-network traffic cnn pytorch forecasting forecasting-models gcn traffic-prediction traffic-flow pytorch-cnn traffic-flow-prediction cnn-pytorch traffic-flow-forecasting forecasting-time-series traffic-forecasting simclr contrastive-learning

Updated Jul 3, 2024
Python

NickHan-cs / Spatio-Temporal-Data-Mining-Survey

Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.

map-matching trajectory-analysis trajectory spatio-temporal spatio-temporal-analysis spatio-temporal-data traffic-prediction trajectory-prediction spatio-temporal-prediction federated-learning traffic-signal-control estimated-time-of-arrival wind-power-forecasting spatio-temporal-representation

Updated Jul 2, 2024

zouguojian / Personal-Accepted-Research

Welcome to quote our published papers, and the codes have been uploaded.

machine-learning deep-learning lstm generative-model rnn convolutional-neural-networks residual-networks intelligent-transportation-systems traffic-prediction transformer-architecture graph-neural-network air-pollution-prediction spatio-temporal-attention

Updated Jun 17, 2024

HKUDS / STExplainer

[CIKM'2023] "STExplainer: Explainable Spatio-Temporal Graph Neural Networks"

spatio-temporal-data traffic-prediction explainable-ai graph-neural-networks explainable-machine-learning

Updated Jun 17, 2024
Python

HKUDS / CL4ST

[CIKM'2023] "CL4ST: Spatio-Temporal Meta Contrastive Learning"

spatio-temporal-data traffic-prediction meta-learning spatio-temporal-prediction urban-computing contrastive-learning

Updated Jun 17, 2024
Python

wengwenchao123 / DDGCRN

[Pattern Recognition] Decomposition Dynamic Graph Conolutional Recurrent Network for Traffic Forecasting

pytorch traffic-prediction spatio-temporal-modeling spatio-temporal-prediction traffic-flow-prediction traffic-forecasting

Updated Jun 11, 2024
Python

LibCity / M-LibCity

M-LibCity: An Open Source Library for Urban Spatio-temporal Prediction Models Based on MindSpore

deep-learning traffic eta map-matching spatio-temporal traffic-prediction trajectory-prediction spatio-temporal-prediction traffic-flow-prediction traffic-accident-prediction traffic-speed-prediction libcity

Updated Apr 12, 2024
Python

engyasin / GAM4Traffic

Pedestrians destination prediction

additive-models traffic-prediction

Updated Mar 28, 2024
Jupyter Notebook

vishalmhjn / indirect-traffic-flows

Using transfer learning for indirect estimation of network-wide traffic flows from link speeds

deep-learning lstm xgboost transfer-learning traffic-prediction

Updated Feb 11, 2024

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