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traffic-prediction

Here are 72 public repositories matching this topic...

LibCity / Bigscity-LibCity

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

Updated Nov 21, 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 Dec 10, 2024

zhengchuanpan / GMAN

GMAN: A Graph Multi-Attention Network for Traffic Prediction (GMAN, https://fanxlxmu.github.io/publication/aaai2020/) was accepted by AAAI-2020.

traffic-prediction gman aaai2020

Updated Apr 12, 2022
Python

zhiyongc / Graph_Convolutional_LSTM

Traffic Graph Convolutional Recurrent Neural Network

graph lstm graph-convolutional-networks traffic-prediction traffic-flow-prediction traffic-graph-convolution traffic-forecasting

Updated Dec 11, 2019
Jupyter Notebook

aprbw / traffic_prediction

Traffic prediction is the task of predicting future traffic measurements (e.g. volume, speed, etc.) in a road network (graph), using historical data (timeseries).

timeseries time-series neural-network mxnet tensorflow cnn pytorch transformer lstm forecasting attention gcn traffic-prediction time-series-forecasting timeseries-forecasting traffic-flow-prediction traffic-flow-forecasting traffic-forecasting

Updated Nov 10, 2023
TeX

aptx1231 / Traffic-Prediction-Open-Code-Summary

Summary of open source code for deep learning models in the field of traffic prediction

Updated Nov 17, 2022

Knowledge-Precipitation-Tribe / Spatio-Temporal-papers

This project is a collection of recent research in areas such as new infrastructure and urban computing, including white papers, academic papers, AI lab and dataset etc.

infrastructure paper datasets traffic-data spatio-temporal demand-forecasting graph-convolutional-networks traffic-prediction traffic-flow urban-computing demand-prediction ailab traffic-forecasting urban-computing-papers gnn-traffic spatio-temporal-networks flow-prediction temporal-graph-networks

Updated Jul 27, 2023
Jupyter Notebook

JingqingZ / BaiduTraffic

This repo includes introduction, code and dataset of our paper Deep Sequence Learning with Auxiliary Information for Traffic Prediction (KDD 2018).

deep-learning traffic dataset traffic-data traffic-prediction

Updated Jul 15, 2020
Python

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

BUAABIGSCity / PDFormer

[AAAI2023] A PyTorch implementation of PDFormer: Propagation Delay-aware Dynamic Long-range Transformer for Traffic Flow Prediction.

dtw transformer traffic-prediction spatio-temporal-prediction self-attention traffic-flow-prediction kshape graph-transformer multivariate-time-series-prediction aaai2023

Updated Oct 13, 2023
Python

LibCity / Bigscity-LibCity-Datasets

Traffic data processing tools in LibCity

traffic dataset traffic-data spatio-temporal-data traffic-prediction spatio-temporal-prediction libcity

Updated Jun 22, 2023
Python

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 Dec 10, 2024

Jimmy-7664 / STD-MAE

[IJCAI-24] Spatial-Temporal-Decoupled Masked Pre-training for Spatiotemporal Forecasting

traffic-prediction spatio-temporal-prediction timeseries-forecasting self-supervised-learning

Updated Dec 10, 2024
Python

Coolgiserz / Awesome-Traffic-Prediction

Useful resources for traffic prediction, including popular papers, datasets, tutorials, toolkits, and other helpful repositories.

deep-learning traffic-prediction traffic-forecasting spatio-temporal-networks flow-prediction

Updated Jul 27, 2023

didi / heteta

HetETA: Heterogeneous Information Network Embedding for Estimating Time of Arrival

traffic-prediction graph-neural-networks estimated-time-of-arrival

Updated Jun 29, 2020
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

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 Dec 6, 2024
Python

JonnoFTW / traffic-prediction

Predict traffic flow with LSTM. For experimental purposes only, unsupported!

experimental lstm hyperopt traffic-prediction hyperas

Updated Jul 19, 2018
Python

aptx1231 / NYC-Dataset

Organize some grid-based traffic flow datasets, mainly New York City bicycle and taxi data

traffic dataset data-collection traffic-data spatio-temporal-data traffic-prediction grid-data traffic-flow nyc-taxi-dataset nyc-taxi nyc-bike tdrive traffic-dataset taxibj

Updated Jun 30, 2021

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

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