Search Results - RepositoryStats

Bigscity-LibCity LibCity

175

991

apache-2.0

9

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

Created 2020-12-12

325 commits to master branch, last one 4 months ago

Time-Series-Works-Conferences lixus7

92

887

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

838 commits to main branch, last one about a month ago

GMAN zhengchuanpan

108

455

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 3 years ago

traffic_prediction aprbw

46

288

mit

11

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

Traffic-Prediction-Open-Code-Summary aptx1231

58

260

mit

2

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

Created 2020-12-26

49 commits to master branch, last one 2 years ago

Spatio-Temporal-papers Knowledge-Precipitation-Tribe

73

244

unknown

9

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

PDFormer BUAABIGSCity

39

238

mit

1

[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

Bigscity-LibCity-PaperList LibCity

25

223

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 9 months ago

Bigscity-LibCity-Datasets LibCity

22

205

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

STD-MAE Jimmy-7664

17

188

unknown

2

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

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

Created 2022-11-29

166 commits to main branch, last one 18 days ago

research_spatio-temporal-data-mining xiepeng21

23

150

unknown

6

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

66 commits to master branch, last one 3 months ago

Awesome-Traffic-Prediction Coolgiserz

29

139

unknown

2

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

58 commits to main branch, last one 4 months ago

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

18

123

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 9 months ago

DDGCRN wengwenchao123

14

81

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 4 months ago

NYC-Dataset aptx1231

10

52

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

STExplainer HKUDS

5

45

apache-2.0

2

[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 10 months ago

DASTNet YihongT

6

45

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 2 years ago

PatchSTG LMissher

5

36

mit

1

[SIGKDD'2025] Efficient Large-Scale Traffic Forecasting with Transformers: A Spatial Data Management Perspective

sigkdd kdd2025 spatial-analysis traffic-prediction traffic-forecasting spatial-partitioning time-series-analysis time-series-prediction time-series-forecasting spatio-temporal-prediction spatio-temporal-forecasting spatial-temporal-forecasting

Created 2024-12-13

10 commits to main branch, last one 4 months ago

RGDAN wengwenchao123

2

33

unknown

2

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

traffic-forcasting traffic-prediction attention-mechanism

Created 2024-01-28

13 commits to main branch, last one 4 months ago

Graph-Neural-Networks-INF367A odinhg

7

25

unknown

1

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.

pytorch machine-learning pytorch-geometric traffic-prediction graph-neural-networks

Created 2023-02-13

86 commits to main branch, last one about a year ago

Post-Services-Forecasting AliAmini93

3

14

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 2 years ago