10 results found Sort:

LibCity
Bigscity-LibCity LibCity
169
958
apache-2.0
10
LibCity: An Open Library for Urban Spatial-temporal Data Mining
eta libcity toolkit traffic od-matrix map-matching deep-learning spatio-temporal on-demand-service traffic-prediction traffic-forecasting trajectory-prediction pytorch-implementation time-series-prediction representation-learning traffic-flow-prediction traffic-speed-prediction estimated-time-of-arrival spatio-temporal-prediction traffic-accident-prediction
Created 2020-12-12
325 commits to master branch, last one 3 days ago
xiaochus
TrafficFlowPrediction xiaochus
240
576
mit
9
Traffic Flow Prediction with Neural Networks(SAEs、LSTM、GRU).
gru lstm saes traffic-flow-prediction
Created 2018-02-11
4 commits to master branch, last one 6 years ago
aprbw
traffic_prediction aprbw
46
281
mit
12
Traffic prediction is the task of predicting future traffic measurements (e.g. volume, speed, etc.) in a road network (graph), using historical data (timeseries).
cnn gcn lstm mxnet pytorch attention tensorflow timeseries forecasting time-series transformer neural-network traffic-prediction traffic-forecasting timeseries-forecasting time-series-forecasting traffic-flow-prediction traffic-flow-forecasting
Created 2020-09-06
109 commits to master branch, last one about a year ago
aptx1231
Traffic-Prediction-Open-Code-Summary aptx1231
58
251
mit
2
Summary of open source code for deep learning models in the field of traffic prediction
libcity traffic on-demand open-code paper-list open-source deep-learning spatio-temporal on-demand-service traffic-prediction graph-neural-networks trajectory-prediction time-series-prediction travel-time-prediction traffic-flow-prediction traffic-speed-prediction estimated-time-of-arrival spatio-temporal-prediction traffic-accident-prediction graph-convolutional-networks
Created 2020-12-26
49 commits to master branch, last one 2 years ago
BUAABIGSCity
PDFormer BUAABIGSCity
38
214
mit
2
[AAAI2023] A PyTorch implementation of PDFormer: Propagation Delay-aware Dynamic Long-range Transformer for Traffic Flow Prediction.
dtw kshape aaai2023 transformer self-attention graph-transformer traffic-prediction traffic-flow-prediction spatio-temporal-prediction multivariate-time-series-prediction
Created 2022-11-19
11 commits to master branch, last one about a year ago
Echo-Ji
ST-SSL Echo-Ji
29
161
unknown
2
ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction
aaai adaptive fairness robustness data-mining data-augmentation graph-augmentation location-embedding traffic-forecasting contrastive-learning spatio-temporal-data graph-neural-networks representation-learning robust-machine-learning traffic-flow-prediction self-supervised-learning spatio-temporal-prediction
Created 2022-12-02
18 commits to main branch, last one 9 days ago
wengwenchao123
DDGCRN wengwenchao123
14
70
unknown
2
[Pattern Recognition] Decomposition Dynamic Graph Conolutional Recurrent Network for Traffic Forecasting
pytorch traffic-prediction traffic-forecasting traffic-flow-prediction spatio-temporal-modeling spatio-temporal-prediction
Created 2022-11-19
62 commits to main branch, last one 15 days ago
HKUDS
FlashST HKUDS
3
65
apache-2.0
3
[ICML'2024] "FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction"
pre-training smart-cities prompt-tuning urban-computing traffic-flow-prediction spatio-temporal-prediction
Created 2024-05-23
10 commits to main branch, last one 3 months ago
martinwhl
T-GCN-PyTorch martinwhl
6
60
mit
2
A PyTorch implementation of T-GCN
pytorch deep-learning pytorch-lightning traffic-flow-prediction traffic-flow-forecasting spatio-temporal-prediction
Created 2021-03-16
42 commits to main branch, last one about a year ago
yanganYNU
AFFGCN yanganYNU
1
38
unknown
3
Attention Feature Fusion base on spatial-temporal Graph Convolutional Network（AFFGCN）
gcn onehot-encoding attention-mechanism feature-fusion-network timeseries-forecasting traffic-flow-prediction multimodal-deep-learning spatiotemporal-data-analysis
Created 2023-03-29
82 commits to main branch, last one about a month ago