traffic-prediction

There are 17 repositories under traffic-prediction topic.

LibCity / Bigscity-LibCity
LibCity: An Open Library for Urban Spatial-temporal Data Mining
traffic traffic-prediction traffic-flow-prediction traffic-speed-prediction on-demand-service trajectory-prediction toolkit deep-learning spatio-temporal-prediction spatio-temporal pytorch-implementation traffic-forecasting map-matching representation-learning estimated-time-of-arrival traffic-accident-prediction od-matrix time-series-prediction eta libcity
Language:Python 822
lixus7 / Time-Series-Works-Conferences
Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)
time-series deep-learning spatio-temporal paper-list traffic-prediction spatio-temporal-prediction spatio-temporal-data spatio-temporal-modeling location travel-time-prediction demand-forecasting anomaly-detection multivariate-timeseries probabilistic-models time-series-forecasting time-series-prediction time-series-imputation accident-detection
669
zhengchuanpan / GMAN
GMAN: A Graph Multi-Attention Network for Traffic Prediction (GMAN, https://fanxlxmu.github.io/publication/aaai2020/) was accepted by AAAI-2020.
aaai2020 gman traffic-prediction
Language:Python 378
zhiyongc / Graph_Convolutional_LSTM
Traffic Graph Convolutional Recurrent Neural Network
traffic-graph-convolution traffic-flow-prediction graph graph-convolutional-networks lstm traffic-prediction traffic-forecasting
Language:Jupyter Notebook 366
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).
traffic-prediction traffic-flow-prediction traffic-flow-forecasting traffic-forecasting pytorch tensorflow mxnet time-series timeseries timeseries-forecasting forecasting time-series-forecasting cnn lstm gcn transformer attention neural-network
Language:TeX 257
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.
urban-computing infrastructure ailab datasets traffic-forecasting traffic-data urban-computing-papers gnn-traffic traffic-prediction traffic-flow demand-forecasting spatio-temporal spatio-temporal-networks flow-prediction demand-prediction graph-convolutional-networks paper temporal-graph-networks
Language:Jupyter Notebook 224
JingqingZ / BaiduTraffic
This repo includes introduction, code and dataset of our paper Deep Sequence Learning with Auxiliary Information for Traffic Prediction (KDD 2018).
traffic dataset traffic-prediction traffic-data deep-learning
Language:Python 218
aptx1231 / Traffic-Prediction-Open-Code-Summary
Summary of open source code for deep learning models in the field of traffic prediction
traffic traffic-prediction traffic-flow-prediction traffic-speed-prediction traffic-accident-prediction travel-time-prediction trajectory-prediction on-demand-service open-source deep-learning open-code spatio-temporal spatio-temporal-prediction paper-list graph-convolutional-networks graph-neural-networks estimated-time-of-arrival on-demand time-series-prediction libcity
215
LibCity / Bigscity-LibCity-PaperList
Paper list in traffic prediction field
traffic-prediction traffic-forecasting spatio-temporal-prediction spatio-temporal paper-list network-embedding deep-learning graph-neural-networks map-matching estimated-time-of-arrival libcity
194
LibCity / Bigscity-LibCity-Datasets
Traffic data processing tools in LibCity
traffic-prediction traffic-data traffic dataset spatio-temporal-data spatio-temporal-prediction libcity
Language:Python 165
BUAABIGSCity / PDFormer
[AAAI2023] A PyTorch implementation of PDFormer: Propagation Delay-aware Dynamic Long-range Transformer for Traffic Flow Prediction.
aaai2023 dtw graph-transformer kshape multivariate-time-series-prediction self-attention spatio-temporal-prediction traffic-flow-prediction traffic-prediction transformer
Language:Python 162
xiepeng21 / research_spatio-temporal-data-mining
A collection of research on spatio-temporal data mining
deep-learning paper-list spatio-temporal spatio-temporal-data spatio-temporal-data-mining time-series traffic-prediction urban-computing od-prediction spatio-temporal-ai
135
Coolgiserz / Awesome-Traffic-Prediction
Useful resources for traffic prediction, including popular papers, datasets, tutorials, toolkits, and other helpful repositories.
traffic-prediction spatio-temporal-networks flow-prediction traffic-forecasting deep-learning
113
didi / heteta
HetETA: Heterogeneous Information Network Embedding for Estimating Time of Arrival
estimated-time-of-arrival traffic-prediction graph-neural-networks
Language:Python 101
NickHan-cs / Spatio-Temporal-Data-Mining-Survey
Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.
estimated-time-of-arrival federated-learning map-matching spatio-temporal spatio-temporal-analysis spatio-temporal-data spatio-temporal-prediction spatio-temporal-representation traffic-prediction traffic-signal-control trajectory trajectory-analysis trajectory-prediction wind-power-forecasting
68
JonnoFTW / traffic-prediction
Predict traffic flow with LSTM. For experimental purposes only, unsupported!
hyperas hyperopt lstm traffic-prediction experimental
Language:Python 53
wengwenchao123 / DDGCRN
[Pattern Recognition] Decomposition Dynamic Graph Conolutional Recurrent Network for Traffic Forecasting
traffic-forecasting traffic-prediction spatio-temporal-prediction pytorch spatio-temporal-modeling traffic-flow-prediction
Language:Python 45
aptx1231 / NYC-Dataset
Organize some grid-based traffic flow datasets, mainly New York City bicycle and taxi data
traffic-prediction traffic-data traffic-dataset nyc-taxi-dataset nyc-bike nyc-taxi tdrive taxibj spatio-temporal-data data-collection dataset traffic grid-data traffic-flow
40
YihongT / DASTNet
Source codes of CIKM2022 Full Paper "Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities"
traffic-forecasting traffic-flow-forecasting spatial-temporal-forecasting spatio-temporal adversarial-learning transfer-learning traffic cikm2022 time-series time-series-forecasting traffic-prediction urban-computing
Language:Python 40
HKUDS / STExplainer
[CIKM'2023] "STExplainer: Explainable Spatio-Temporal Graph Neural Networks"
explainable-ai explainable-machine-learning graph-neural-networks spatio-temporal-data traffic-prediction
Language:Python 25
HKUDS / CL4ST
[CIKM'2023] "CL4ST: Spatio-Temporal Meta Contrastive Learning"
contrastive-learning meta-learning spatio-temporal-data spatio-temporal-prediction traffic-prediction urban-computing
Language:Python 15
zouguojian / Personal-Accepted-Research
Welcome to quote our published papers, and the codes have been uploaded.
deep-learning graph-neural-network machine-learning spatio-temporal-attention intelligent-transportation-systems lstm rnn air-pollution-prediction traffic-prediction residual-networks convolutional-neural-networks generative-model transformer-architecture
13
ant-agafonov / stgcn-lstm
Spatial-Temporal Graph Convolutional Neural Network with LSTM layers
machine-learning traffic-prediction
Language:Python 11
luokn / ms-gat
Learning Multiaspect Traffic Couplings by Multirelational Graph Attention Networks for Traffic Prediction
attention-mechanism gcn traffic-prediction
Language:Python 11
Nupurgopali / Traffic-Prediction-using-SVR-and-RFR
We have used Support Vector Regression and Random Forest Regression to predict traffic or congestion.
machine-learning rfr svr traffic-prediction weather zone
Language:Python 11
xueyan-dut / Deep-Learning-on-Traffic-Prediction
Repository for Deep Learning on Traffic Prediction: Methods, Analysis and Future Directions<https://ieeexplore.ieee.org/stamp/stamp.jsp?tp=&arnumber=9352246>
traffic-prediction deep-learning
11
Quhaoh233 / ALL
ALL is a pre-training method based on Federated Meta-Learning and Reinforcement Learning, which is used to address the small-sample issues of parking occupancy prediction.
meta-learning traffic-prediction
Language:Python 10
WooheonHong / StemGNN
Reproduce - Traffic_prediction - StemGNN(NeurIPS20)
spatio-temporal-prediction traffic-prediction time-series-forecasting
Language:Python 9
alextimans / traffic4cast-uncertainty
Code repository accompanying the research paper "Uncertainty Quantification for Image-based Traffic Prediction across Cities"
deep-learning traffic-prediction uncertainty-quantification
Language:Jupyter Notebook 8
Philxxw / DMNN
Dynamic Modification Neural Network Model for Short-term Traffic Prediction
bilstm neural-networks pytorch time-series traffic-prediction
Language:Python 8
KalcMatej99 / TrafficPrediction_MLG_Project
Traffic prediction using Spatio-Temporal Graph Neural Network
deep-learning gnn machine-learning python python3 traffic traffic-prediction st-gnn
Language:Jupyter Notebook 6
atharva-hukkeri / Traffic-Prediction-using-Machine-Learning
The project aims to develop models that can forecast traffic congestion, aiding in effective traffic management and planning.
machine-learning random-forest-regression rfr support-vector-regression svr temperature traffic-prediction weather
Language:Jupyter Notebook 5
HowardZorn / ST-MAN
ST-MAN: Spatio-Temporal Multimodal Attention Network for Traffic Prediction (KSEM 2023)
spatio-temporal-prediction traffic-flow-prediction traffic-forecasting traffic-prediction traffic-speed-prediction
Language:Python 5
HySonLab / TWGNN
Fast Temporal Wavelet Graph Neural Networks
brain-networks graph-neural-networks matrix-factorization temporal-graph-learning traffic-prediction wavelet-transform
Language:Python 5
odinhg / Graph-Neural-Networks-INF367A
Traffic prediction with graph neural network using PyTorch Geometric. The implementation uses the MetaLayer class to build the GNN which allows for separate edge, node and global models.
machine-learning pytorch pytorch-geometric traffic-prediction graph-neural-networks
Language:Python 5
40_cities_osmnx_adjacency_matrices_for_graph_convolutional_networks
TrafficGCN / 40_cities_osmnx_adjacency_matrices_for_graph_convolutional_networks
Dijkstra adjacency distance matrices were calculated for 40 cities from traffic sensor locations provide by UTD19 https://utd19.ethz.ch/.
adjacency-matrix dijkstra dijkstra-algorithm dijkstra-shortest-path graph-network graph-networks graph-neural-network graph-neural-networks matrix networkx networkx-graph open-street-map openstreetmap osmnx traffic traffic-analysis traffic-congestion traffic-prediction traffic-simulation
Language:Python 4

traffic-prediction

LibCity / Bigscity-LibCity

lixus7 / Time-Series-Works-Conferences

zhengchuanpan / GMAN

zhiyongc / Graph_Convolutional_LSTM

aprbw / traffic_prediction

Knowledge-Precipitation-Tribe / Spatio-Temporal-papers

JingqingZ / BaiduTraffic

aptx1231 / Traffic-Prediction-Open-Code-Summary

LibCity / Bigscity-LibCity-PaperList

LibCity / Bigscity-LibCity-Datasets

BUAABIGSCity / PDFormer

xiepeng21 / research_spatio-temporal-data-mining

Coolgiserz / Awesome-Traffic-Prediction

didi / heteta

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

JonnoFTW / traffic-prediction

wengwenchao123 / DDGCRN

aptx1231 / NYC-Dataset

YihongT / DASTNet

HKUDS / STExplainer

HKUDS / CL4ST

zouguojian / Personal-Accepted-Research

ant-agafonov / stgcn-lstm

luokn / ms-gat

Nupurgopali / Traffic-Prediction-using-SVR-and-RFR

xueyan-dut / Deep-Learning-on-Traffic-Prediction

Quhaoh233 / ALL

WooheonHong / StemGNN

alextimans / traffic4cast-uncertainty

Philxxw / DMNN

KalcMatej99 / TrafficPrediction_MLG_Project

atharva-hukkeri / Traffic-Prediction-using-Machine-Learning

HowardZorn / ST-MAN

HySonLab / TWGNN

odinhg / Graph-Neural-Networks-INF367A

TrafficGCN / 40_cities_osmnx_adjacency_matrices_for_graph_convolutional_networks