Search Results - RepositoryStats

26

273

mit

9

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 3 months ago

PAMI UdayLab

195

251

gpl-3.0

5

PAMI is a Python library containing 100+ algorithms to discover useful patterns in various databases across multiple computing platforms. (Active)

python periodicity spatial-data stream-mining pattern-mining sequence-mining frequent-itemsets periodic-patterns frequent-subgraphs pattern-recognition spatiotemporal-data frequent-pattern-mining spatiotemporal-data-analysis

Created 2021-06-15

3,694 commits to main branch, last one 6 days ago

grin Graph-Machine-Learning-Group

30

151

unknown

4

Official repository for the paper "Filling the G_ap_s: Multivariate Time Series Imputation by Graph Neural Networks" (ICLR 2022)

imputation machine-learning graph-machine-learning spatiotemporal-data-analysis multivariate-timeseries-analysis

Created 2021-10-04

10 commits to main branch, last one 2 years ago

bayesnf google

10

93

apache-2.0

6

Bayesian Neural Field models for prediction in large-scale spatiotemporal datasets

statistics data-science machine-learning bayesian-inference spatiotemporal-data-analysis

Created 2023-12-13

92 commits to main branch, last one 2 months ago

stconvs2s AILAB-CEFET-RJ

23

64

gpl-3.0

8

Code for the paper "STConvS2S: Spatiotemporal Convolutional Sequence to Sequence Network for Weather Forecasting" (Neurocomputing, Elsevier)

weather-forecasting 3d-convolutional-network sequence-to-sequence-models spatiotemporal-data-analysis

Created 2019-11-20

14 commits to master branch, last one 3 years ago

spin Graph-Machine-Learning-Group

8

49

mit

4

Official repository for the paper "Learning to Reconstruct Missing Data from Spatiotemporal Graphs with Sparse Observations" (NeurIPS 2022)

imputation missing-data graph-neural-networks time-series-imputation spatiotemporal-data-analysis

Created 2022-09-30

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

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 21 days ago

shapefile2gif johannesuhl

6

35

mit

2

Given a shapefile with time-annotated vector objects (e.g., building footprints + construction year), this script will automatically create an animated GIF illustrating the dynamics for a user-specifi...

pil animation geopandas shapefile gif-creator gif-animation data-visualization spatiotemporal-data spatiotemporal-data-analysis

Created 2022-07-05

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