spatiotemporal-data-analysis

Here are 14 public repositories matching this topic...

TorchSpatiotemporal / tsl

tsl: a PyTorch library for processing spatiotemporal data.

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

Updated Jul 3, 2025
Python

Graph-Machine-Learning-Group / grin

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

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

Updated Jun 22, 2022
Python

google / bayesnf

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

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

Updated Sep 12, 2024
Python

Graph-Machine-Learning-Group / spin

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

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

Updated May 23, 2023
Python

yanganYNU / AFFGCN

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Attention Feature Fusion base on spatial-temporal Graph Convolutional Network（AFFGCN）

attention-mechanism gcn multimodal-deep-learning timeseries-forecasting traffic-flow-prediction onehot-encoding spatiotemporal-data-analysis feature-fusion-network

Updated Oct 30, 2024
Python

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-specified period of time

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

Updated Dec 28, 2022
Python

PREP-NexT / locust-climate-DMD

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The official repository for "Unveiling the Role of Climate in Spatially Synchronized Locust Outbreak Risks"

dmd mrdmd spatiotemporal-data-analysis

Updated Feb 28, 2025
Python

most-inesctec / stfX

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SpatioTemporal Features eXtractor: a tool for change detection on spatiotemporal phenomena

data-mining microservices feature-extraction spatiotemporal change-detection spatiotemporal-data-analysis

Updated Dec 28, 2021
Python

EdgarACarneiro / stfX

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SpatioTemporal Features eXtractor: a tool for change detection on spatiotemporal phenomena

data-mining spatiotemporal change-detection spatiotemporal-data-analysis features-of-interest

Updated Jan 31, 2021
Python

sumdher / trajectory_segmenter_movmedspd

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Extracts low speed segments from spatiotemporal trajectories using moving median of speed. Fast and robust. Adaptively determines the parameters from the data, instead of setting objective, arbitrary parameters. Each trajectory in a set of trajectories will have unique subjective parameters.