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pytorch_geometric_temporal benedekrozemberczki

378

2.7k

mit

39

PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)

gcn gnn pytorch spatial-data deep-learning temporal-data node-embedding spatiotemporal graph-embedding network-science temporal-graphs spatial-analysis graph-convolution network-embedding temporal-networks spatio-temporal-data graph-neural-networks spatio-temporal-analysis graph-convolutional-networks

Created 2020-06-27

1,949 commits to master branch, last one 2 months ago

TSFpaper ddz16

191

2.2k

unknown

73

This repository contains a reading list of papers on Time Series Forecasting/Prediction (TSF) and Spatio-Temporal Forecasting/Prediction (STF). These papers are mainly categorized according to the typ...

rnn tcn paper-lists time-series transformer deep-learning spatio-temporal time-series-models deep-neural-networks spatio-temporal-data time-series-analysis time-series-prediction time-series-forecasting spatio-temporal-prediction spatial-temporal-forecasting

Created 2022-06-29

367 commits to main branch, last one 3 days ago

Time-Series-Works-Conferences lixus7

90

836

mit

24

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

834 commits to main branch, last one 11 days ago

transbigdata ni1o1

114

481

bsd-3-clause

10

A Python package develop for transportation spatio-temporal big data processing, analysis and visualization.

python bus-gps-data data-analysis taxi-gps-data transportation geospatial-data bike-sharing-data data-visualization data-pre-processing spatio-temporal-data data-quality-analysis

Created 2021-10-21

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

glmaps hijiangtao

60

382

mit

30

Data visualization examples and tutorials from scratch. 数据可视化示例代码集与新手学习教程。

3d demo curve earth webgl deck-gl threejs visualization spatiotemporal data-visualization spatio-temporal-data

Created 2019-01-10

83 commits to master branch, last one 3 years ago

tsl TorchSpatiotemporal

27

282

mit

10

tsl: a PyTorch library for processing spatiotemporal data.

gnn pytorch deep-learning temporal-data spatiotemporal spatio-temporal temporal-graphs spatiotemporal-data spatio-temporal-data graph-neural-networks spatio-temporal-graph spatio-temporal-analysis spatio-temporal-prediction spatiotemporal-forecasting spatiotemporal-data-analysis

Created 2022-03-13

326 commits to main branch, last one 4 months ago

Bigscity-LibCity-Datasets LibCity

21

196

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

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

research_spatio-temporal-data-mining xiepeng21

22

146

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

63 commits to master branch, last one 4 days ago

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

19

111

unknown

5

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 5 months ago

easystac cloudsen12

2

65

mit

3

A Python package for simple STAC queries

gis stac python python3 radiant remote-sensing spatio-temporal earth-observation planetary-computer spatio-temporal-data

Created 2022-01-20

56 commits to main branch, last one 2 years ago

stark dbis-ilm

13

51

unknown

7

A framework for Spatio-Temporal Data Analytics on Spark

rdd scala spatial apache-spark data-analysis spatio-temporal-data spatial-data-analysis

Created 2016-10-05

470 commits to master branch, last one 3 years ago

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

STExplainer HKUDS

4

47

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 6 months ago