spatio-temporal-data

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ddz16 / TSFpaper

Star 3.1k

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 type of model.

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

Updated Jan 29, 2026

benedekrozemberczki / pytorch_geometric_temporal

Sponsor

Star 3k

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

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

Updated Sep 18, 2025
Python

lixus7 / Time-Series-Works-Conferences

Star 944

Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)

deep-learning time-series location spatio-temporal demand-forecasting probabilistic-models spatio-temporal-data anomaly-detection traffic-prediction spatio-temporal-modeling accident-detection multivariate-timeseries time-series-prediction spatio-temporal-prediction time-series-forecasting paper-list time-series-imputation travel-time-prediction

Updated Nov 12, 2025

ni1o1 / transbigdata

Star 527

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

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

Updated Oct 28, 2023
Python

hijiangtao / glmaps

Star 390

Data visualization examples and tutorials from scratch. Shu Ju Ke Shi Hua Shi Li Dai Ma Ji Yu Xin Shou Xue Xi Jiao Cheng .

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

Updated Dec 30, 2022
JavaScript

TorchSpatiotemporal / tsl

Star 370

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 Oct 17, 2025
Python

LibCity / Bigscity-LibCity-Datasets

Star 232

Traffic data processing tools in LibCity

traffic dataset traffic-data spatio-temporal-data traffic-prediction spatio-temporal-prediction libcity

Updated Jun 22, 2023
Python

Echo-Ji / ST-SSL

Star 198

ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction

data-mining adaptive representation-learning data-augmentation aaai fairness spatio-temporal-data robustness spatio-temporal-prediction traffic-flow-prediction graph-neural-networks self-supervised-learning robust-machine-learning traffic-forecasting contrastive-learning graph-augmentation location-embedding

Updated Dec 12, 2024
Python

xiepeng21 / research_spatio-temporal-data-mining

Star 157

A collection of research on spatio-temporal data mining

deep-learning time-series spatio-temporal spatio-temporal-data traffic-prediction urban-computing paper-list spatio-temporal-data-mining spatio-temporal-ai od-prediction

Updated Jan 20, 2025

LMissher / Awesome-Spatio-Temporal-Foundation-Models

Star 155

A survey and paper list of current Spatio-Temporal Foundation Models from the pipeline perspective with awesome resources (paper, code, survey, etc.).

spatial-data spatio-temporal spatio-temporal-analysis time-series-analysis spatio-temporal-data spatio-temporal-modeling spatio-temporal-prediction spatio-temporal-graph spatial-temporal-data foundation-models

Updated Jun 10, 2025

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

Star 138

Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.

map-matching trajectory-analysis trajectory spatio-temporal spatio-temporal-analysis spatio-temporal-data traffic-prediction trajectory-prediction spatio-temporal-prediction federated-learning traffic-signal-control estimated-time-of-arrival wind-power-forecasting spatio-temporal-representation

Updated Jul 2, 2024

cloudsen12 / easystac

Star 68

A Python package for simple STAC queries

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

Updated Aug 7, 2022
Python

HKUDS / STExplainer

Star 60

[CIKM'2023] "STExplainer: Explainable Spatio-Temporal Graph Neural Networks"

spatio-temporal-data traffic-prediction explainable-ai graph-neural-networks explainable-machine-learning

Updated Jun 17, 2024
Python

aptx1231 / NYC-Dataset

Star 57

Organize some grid-based traffic flow datasets, mainly New York City bicycle and taxi data

traffic dataset data-collection traffic-data spatio-temporal-data traffic-prediction grid-data traffic-flow nyc-taxi-dataset nyc-taxi nyc-bike tdrive traffic-dataset taxibj

Updated Jun 30, 2021

dbis-ilm / stark

Star 52

A framework for Spatio-Temporal Data Analytics on Spark

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

Updated May 4, 2021
Scala

trajminer / trajminer

Star 47

Trajectory Mining Library

data-mining clustering gis classification geographical-information-system trajectory spatio-temporal-data

Updated Oct 16, 2020
Python

HKUDS / Awesome-LLM4Urban-Papers

Star 43

[ACM TIST] "LLM4Urban: Urban Computing in the Era of Large Language Models"

intelligent-transportation-systems spatio-temporal-data urban-computing llm

Updated Apr 4, 2025

peterparity / PDE-VAE-pytorch

Star 36

PDE-VAE: Variational Autoencoder for Extracting Interpretable Physical Parameters from Spatiotemporal Systems using Unsupervised Learning

physics vae partial-differential-equations dynamical-systems unsupervised-learning nonlinear-dynamics pde spatiotemporal spatio-temporal-data variational-autoencoder pytorch-implementation

Updated Dec 18, 2021
Python

dbvis-ukon / movekit

Star 29

Simple and effective tools for the analysis of movement data

movement-data spatio-temporal-analysis spatio-temporal-data collective-behaviour

Updated Mar 6, 2023
Python

hpi-sam / GNN-SpaceTimeGraphs

Star 25

Graph Neural Networks utilization for Spatiotemporal graphs. These methods will be applied into the problem of forecasting traffic flow on PEMS-Bay, METR-LA and Seattle Loop Datasets

graph-convolutional-networks spatio-temporal-data graph-neural-networks forecasting-algorithm traffic-forecasting traffic-graphs

Updated Mar 22, 2021
Jupyter Notebook

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