17 results found Sort:

LibCity
Bigscity-LibCity LibCity
168
928
apache-2.0
9
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
324 commits to master branch, last one 7 days ago
lixus7
Time-Series-Works-Conferences lixus7
89
811
mit
23
Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)
location paper-list time-series deep-learning spatio-temporal anomaly-detection accident-detection demand-forecasting traffic-prediction probabilistic-models spatio-temporal-data time-series-imputation time-series-prediction travel-time-prediction multivariate-timeseries time-series-forecasting spatio-temporal-modeling spatio-temporal-prediction
Created 2022-03-24
823 commits to main branch, last one 2 months ago
zhengchuanpan
GMAN zhengchuanpan
107
420
apache-2.0
11
GMAN: A Graph Multi-Attention Network for Traffic Prediction (GMAN, https://fanxlxmu.github.io/publication/aaai2020/) was accepted by AAAI-2020.
gman aaai2020 traffic-prediction
Created 2019-11-19
74 commits to master branch, last one 2 years ago
aprbw
traffic_prediction aprbw
46
280
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
249
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
Knowledge-Precipitation-Tribe
Spatio-Temporal-papers Knowledge-Precipitation-Tribe
74
242
unknown
10
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.
ailab paper datasets gnn-traffic traffic-data traffic-flow infrastructure flow-prediction spatio-temporal urban-computing demand-prediction demand-forecasting traffic-prediction traffic-forecasting urban-computing-papers temporal-graph-networks spatio-temporal-networks graph-convolutional-networks
Created 2020-03-11
156 commits to master branch, last one 3 years ago
LibCity
Bigscity-LibCity-PaperList LibCity
24
219
unknown
6
Paper list in traffic prediction field
libcity paper-list map-matching deep-learning spatio-temporal network-embedding traffic-prediction traffic-forecasting graph-neural-networks estimated-time-of-arrival spatio-temporal-prediction
Created 2021-05-28
31 commits to master branch, last one 4 months ago
BUAABIGSCity
PDFormer BUAABIGSCity
35
209
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
LibCity
Bigscity-LibCity-Datasets LibCity
21
191
apache-2.0
3
Traffic data processing tools in LibCity
dataset libcity traffic traffic-data traffic-prediction spatio-temporal-data spatio-temporal-prediction
Created 2021-01-25
170 commits to master branch, last one about a year ago
xiepeng21
research_spatio-temporal-data-mining xiepeng21
22
144
unknown
8
A collection of research on spatio-temporal data mining
paper-list time-series deep-learning od-prediction spatio-temporal urban-computing spatio-temporal-ai traffic-prediction spatio-temporal-data spatio-temporal-data-mining
Created 2020-08-21
61 commits to master branch, last one 2 months ago
Coolgiserz
Awesome-Traffic-Prediction Coolgiserz
29
130
unknown
3
Useful resources for traffic prediction, including popular papers, datasets, tutorials, toolkits, and other helpful repositories.
deep-learning flow-prediction traffic-prediction traffic-forecasting spatio-temporal-networks
Created 2020-11-25
56 commits to main branch, last one 2 years ago
NickHan-cs
Spatio-Temporal-Data-Mining-Survey NickHan-cs
19
108
unknown
4
Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.
trajectory map-matching spatio-temporal federated-learning traffic-prediction trajectory-analysis spatio-temporal-data trajectory-prediction traffic-signal-control wind-power-forecasting spatio-temporal-analysis estimated-time-of-arrival spatio-temporal-prediction spatio-temporal-representation
Created 2021-07-19
26 commits to master branch, last one 4 months ago
wengwenchao123
DDGCRN wengwenchao123
14
69
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
61 commits to main branch, last one 5 months ago
aptx1231
NYC-Dataset aptx1231
9
50
unknown
2
Organize some grid-based traffic flow datasets, mainly New York City bicycle and taxi data
taxibj tdrive dataset traffic nyc-bike nyc-taxi grid-data traffic-data traffic-flow data-collection traffic-dataset nyc-taxi-dataset traffic-prediction spatio-temporal-data
Created 2021-06-30
2 commits to master branch, last one 3 years ago
HKUDS
STExplainer HKUDS
3
46
apache-2.0
3
[CIKM'2023] "STExplainer: Explainable Spatio-Temporal Graph Neural Networks"
explainable-ai traffic-prediction spatio-temporal-data graph-neural-networks explainable-machine-learning
Created 2023-09-13
9 commits to main branch, last one 5 months ago
YihongT
DASTNet YihongT
6
43
unknown
1
[CIKM 2022] Source codes of CIKM2022 Full Paper "Domain Adversarial Spatial-Temporal Network: A Transferable Framework for Short-term Traffic Forecasting across Cities"
traffic cikm2022 time-series spatio-temporal urban-computing transfer-learning traffic-prediction traffic-forecasting adversarial-learning time-series-forecasting traffic-flow-forecasting spatial-temporal-forecasting
Created 2021-12-15
34 commits to master branch, last one about a year ago
AliAmini93
Post-Services-Forecasting AliAmini93
3
13
mit
1
In 2021, a precise forecast of Iran Post's 2021-2022 income was achieved using ARIMA, with only a 1.5\% error. This approach was subsequently extended to estimate the income and traffic for 2022-2023.
arima sarima income-prediction traffic-prediction time-series-analysis
Created 2022-07-27
10 commits to main branch, last one about a year ago