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GitHub topics: spatio-temporal-data

ddz16/TSFpaper

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.

Size: 464 KB - Last synced at: about 17 hours ago - Pushed at: about 18 hours ago - Stars: 2,655 - Forks: 231

geopython/eodm

Library and CLI application used to collect common functions and ETL operations for EO data.

Language: Python - Size: 1010 KB - Last synced at: 3 days ago - Pushed at: 3 days ago - Stars: 3 - Forks: 1

UWB-Biocomputing/GraphSystemsAnalysis

Analysis code for understanding the activities of graph-structured systems, such as development in cultures of dissociated cortical cultures.

Language: Jupyter Notebook - Size: 61.3 MB - Last synced at: 8 days ago - Pushed at: 8 days ago - Stars: 3 - Forks: 0

ni1o1/transbigdata

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

Language: Python - Size: 162 MB - Last synced at: about 6 hours ago - Pushed at: over 1 year ago - Stars: 505 - Forks: 117

TorchSpatiotemporal/tsl

tsl: a PyTorch library for processing spatiotemporal data.

Language: Python - Size: 976 KB - Last synced at: 7 days ago - Pushed at: 7 days ago - Stars: 338 - Forks: 35

benedekrozemberczki/pytorch_geometric_temporal

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

Language: Python - Size: 13.3 MB - Last synced at: 15 days ago - Pushed at: 15 days ago - Stars: 2,821 - Forks: 395

LMissher/Awesome-Spatio-Temporal-Foundation-Models

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

Size: 415 KB - Last synced at: 21 days ago - Pushed at: 21 days ago - Stars: 7 - Forks: 0

lqwaw23555/spatiotemporal_data_library

The spatiotemporal_data_library provides an easy way to access and manage diverse Earth observation datasets. 🌍 With this library, users can efficiently work with data from sources like ERA5 and PO.DAAC, streamlining their research process. 🛠️

Language: Python - Size: 36.1 KB - Last synced at: about 1 month ago - Pushed at: about 1 month ago - Stars: 0 - Forks: 0

hijiangtao/glmaps

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

Language: JavaScript - Size: 19.7 MB - Last synced at: about 1 month ago - Pushed at: over 2 years ago - Stars: 386 - Forks: 64

ChenYW68/semi.SpaceTime.model

An Efficient Estimation Method for Semiparametric Models of Spatial-Temporal Data

Size: 672 KB - Last synced at: about 1 month ago - Pushed at: about 2 months ago - Stars: 1 - Forks: 0

lixus7/Time-Series-Works-Conferences

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

Size: 4.21 MB - Last synced at: about 2 months ago - Pushed at: 4 months ago - Stars: 892 - Forks: 92

LibCity/Bigscity-LibCity-Datasets

Traffic data processing tools in LibCity

Language: Python - Size: 1.08 MB - Last synced at: 2 months ago - Pushed at: about 2 years ago - Stars: 205 - Forks: 22

usc-isi-i2/linked-maps

Framework to build linked spatio-temporal data from vectorized evolutionary topographic map archives

Language: Python - Size: 16.5 MB - Last synced at: about 17 hours ago - Pushed at: about 2 years ago - Stars: 12 - Forks: 4

cloudsen12/easystac

A Python package for simple STAC queries

Language: Python - Size: 103 KB - Last synced at: 11 days ago - Pushed at: almost 3 years ago - Stars: 66 - Forks: 2

sujit-sahu/bmstdr

This is the repository for the R package bmstdr.

Language: R - Size: 36.5 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 16 - Forks: 3

JanJereczek/Regridding

Simple and fast regridding routines for geoscientific applications

Language: Julia - Size: 212 KB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 3 - Forks: 0

rizkaameliads/STL-decomposition-for-spatiotemporal-data

This project conducts signal decomposition on spatiotemporal data, such as hydrological data that varies spatially across grids over a specific period. The decomposition process is applied to terrestrial water storage anomaly (TWSA) data from the GRACE satellite mission.

Language: R - Size: 1.08 MB - Last synced at: 4 months ago - Pushed at: 4 months ago - Stars: 0 - Forks: 0

xiepeng21/research_spatio-temporal-data-mining

A collection of research on spatio-temporal data mining

Size: 152 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 146 - Forks: 22

jaime-varela/boston-crime-stpp

Utilizes neural networks to model the conditional spatio-temporal intensity function, as defined in statistical point process theory.

Language: Jupyter Notebook - Size: 14.6 MB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 1 - Forks: 0

Esri/aggregation-viewer-client-feature-layer

Sample JavaScript Aggregation Viewer using aggregation (lod) queries and rendering aggregation bins client side

Language: CSS - Size: 7.46 MB - Last synced at: 18 days ago - Pushed at: about 6 years ago - Stars: 12 - Forks: 5

caesar0301/movr

Human mobility data (in form of <x,y,t>) analysis and visualization in R.

Language: R - Size: 1.84 MB - Last synced at: 22 days ago - Pushed at: about 3 years ago - Stars: 13 - Forks: 4

Echo-Ji/ST-SSL

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

Language: Python - Size: 14.9 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 158 - Forks: 29

LorenaPujante/HospitalGeneratorRDF_V2

It is an updated version of HospitalGeneratorRDF

Language: Python - Size: 6.9 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 0 - Forks: 0

ipums/nhgisxwalk

Spatio-temporal NHGIS Crosswalks

Language: Python - Size: 20.8 MB - Last synced at: 7 months ago - Pushed at: 7 months ago - Stars: 12 - Forks: 2

ipleiria-ciic/reconstructing-cvae

Reconstructing spatiotemporal data with C-VAEs.

Language: Jupyter Notebook - Size: 3.37 MB - Last synced at: 5 months ago - Pushed at: about 1 year ago - Stars: 1 - Forks: 0

VACUMM/xpack

Spatial compression of multivariate datasets for xarray

Size: 1000 Bytes - Last synced at: 6 days ago - Pushed at: about 6 years ago - Stars: 1 - Forks: 0

DavidBakerEffendi/providentia

All the project code for my 2019 honours project. This is a web application that measures the query response times of 3 databases on queries and data analysis similar to those found in the real-world.

Language: TSQL - Size: 61 MB - Last synced at: 4 months ago - Pushed at: about 5 years ago - Stars: 4 - Forks: 2

ArsamAryandoust/UniversalGNNs

Universal graph neural networks for multi-task transfer learning

Language: Python - Size: 8.58 MB - Last synced at: 3 days ago - Pushed at: about 2 years ago - Stars: 5 - Forks: 2

Esri/aggregation-viewer-server-map-service

Sample JavaScript Aggregation Viewer using Map Service queries with an Aggregation Renderer and rendering images server side

Language: CSS - Size: 15 MB - Last synced at: 18 days ago - Pushed at: over 1 year ago - Stars: 13 - Forks: 5

deshanadesai/Geospat

Role of Temporal Diversity in Inferring Social Ties Based on Spatio-Temporal Data

Language: HTML - Size: 7.87 MB - Last synced at: 3 months ago - Pushed at: over 8 years ago - Stars: 7 - Forks: 2

cran-task-views/SpatioTemporal

CRAN Task View: Handling and Analyzing Spatio-Temporal Data

Size: 124 KB - Last synced at: 22 days ago - Pushed at: over 1 year ago - Stars: 7 - Forks: 6

peterparity/PDE-VAE-pytorch

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

Language: Python - Size: 28.3 KB - Last synced at: 11 months ago - Pushed at: over 3 years ago - Stars: 29 - Forks: 7

dbvis-ukon/movekit

Simple and effective tools for the analysis of movement data

Language: Python - Size: 50.7 MB - Last synced at: 11 months ago - Pushed at: over 2 years ago - Stars: 19 - Forks: 8

eren-ck/st_optics

ST-OPTICS: Spatio-temporal clustering based on OPTICS

Language: Python - Size: 192 KB - Last synced at: 11 months ago - Pushed at: almost 4 years ago - Stars: 19 - Forks: 2

HKUDS/STExplainer

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

Language: Python - Size: 47.3 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 30 - Forks: 2

HKUDS/CL4ST

[CIKM'2023] "CL4ST: Spatio-Temporal Meta Contrastive Learning"

Language: Python - Size: 44.4 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 17 - Forks: 1

trajminer/trajminer

Trajectory Mining Library

Language: Python - Size: 12.1 MB - Last synced at: 2 months ago - Pushed at: over 4 years ago - Stars: 47 - Forks: 8

garygsw/twitter-crowd-flow-prediction

Crowd flow prediction model

Language: Python - Size: 644 MB - Last synced at: about 1 year ago - Pushed at: over 7 years ago - Stars: 9 - Forks: 1

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

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

Size: 243 KB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 71 - Forks: 12

LorenaPujante/HospitalKG

Set of 6 SPARQL* queries for epidemiological research within hospitals and RDF* knowledge graph dataset generated for paper "Spatiotemporal Data Modelling for Epidemiological Research in Hospitals"

Size: 3.26 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

JingweiZuo/PurpleAirSF

PurpleAirSF: datasets for realistic air quality forecasting

Language: Python - Size: 2.85 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 4 - Forks: 0

LorenaPujante/HospitalGeneratorRDF

A program to create RDF and RDF* knowledge graphs from the ouput of a simulation model of patients movements inside a hospital. Since the simulation model has an incomplete hospital layout, HospitalGeneratorRDF also creates a complete hospital layout (rooms, corridors, areas, floors, etc.).

Language: Python - Size: 3.63 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

LorenaPujante/MimicToRDF

A program to create RDF and RDF* knowledge graphs from the clinical database MIMIC-III, where a hospital layout has been created and patients move within the hospital.

Language: Python - Size: 67.4 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

BNN-UPC/Atom_Neural_Traffic_Compression

This repository contains de code and instructions to train the models and prepare the datasets for the experiments in the paper "Atom: Neural Traffic Compression with Spatio-Temporal Graph Neural Networks" accepted at the 2nd ACM CONEXT GNNet 2023 Workshop.

Language: Python - Size: 4.6 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 0

hpi-sam/GNN-SpaceTimeGraphs

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

Language: Jupyter Notebook - Size: 18.1 MB - Last synced at: over 1 year ago - Pushed at: over 4 years ago - Stars: 15 - Forks: 3

yoshall/stMTMVL

Multi-task multi-view learning for urban water quality prediction, IJCAI-16

Language: MATLAB - Size: 2.94 MB - Last synced at: over 1 year ago - Pushed at: about 6 years ago - Stars: 2 - Forks: 2

SharifAmit/CalDenoise

[Pillow] Denoising Images retrieved from Confocal Calcium Imaging.

Language: Python - Size: 79.2 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

syedmfuad/agri_grid_data

Harmonize heterogenous spatiotemporal gridded agriculture-related datasets. Part of a larger ongoing project to monitor land and water use by combining irrigation and gridded data via remote sensing data with machine learning.

Language: R - Size: 19.5 KB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

yanganYNU/DGCN_Res

traffic flow prediction

Language: Python - Size: 121 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

yanganYNU/DGCN_GAT

traffic flow prediction

Language: Python - Size: 125 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 1 - Forks: 0

yanganYNU/GRCN

traffic flow prediction

Language: Python - Size: 119 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 0

yanganYNU/Gate_STGCN

traffic flow prediction

Language: Python - Size: 1.26 GB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 0

LARS-research/SimpleSTG

Code for "Understanding and Simplifying Architecture Search in Spatio-Temporal Graph Neural Networks" accepted by TMLR 2023

Language: Python - Size: 14.6 KB - Last synced at: about 1 year ago - Pushed at: almost 2 years ago - Stars: 3 - Forks: 0

johannesuhl/hisdac-es

HISDAC-ES: Creating historical settlement data for Spain (1900-2020) based on cadastral building footprint data

Language: Python - Size: 19.3 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 2 - Forks: 1

rmbl-sdp/rSDP

R Interface for Spatial Data in the RMBL Spatial Data Platform

Language: R - Size: 33.2 MB - Last synced at: over 1 year ago - Pushed at: about 2 years ago - Stars: 4 - Forks: 0

jonasdieker/variogram

A tool to quantify the spatio-temporal continuity of sparse data

Language: Python - Size: 43.9 KB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 0

yanganYNU/STGCN

traffic flow prediction

Language: Python - Size: 64.7 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 7 - Forks: 0

SigmaJahan/A-model-for-spatial-prediction-of-wildfire

Dataset can be found here: https://www.kaggle.com/datasets/brsdincer/australia-and-investigative-special-wildfires-data

Language: Jupyter Notebook - Size: 13.2 MB - Last synced at: 8 months ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

johannesuhl/cru_data_processing

A python script to access, visualize and extract time series of CRU long-term climate data at discrete locations

Language: Python - Size: 59.8 MB - Last synced at: over 1 year ago - Pushed at: almost 3 years ago - Stars: 3 - Forks: 1

dbis-ilm/stark

A framework for Spatio-Temporal Data Analytics on Spark

Language: Scala - Size: 9.3 MB - Last synced at: over 2 years ago - Pushed at: about 4 years ago - Stars: 48 - Forks: 12

bgautijonsson/bggjphd

An R package to go along with my PhD research

Language: R - Size: 195 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

caesar0301/flowmap 📦

Apache Spark utilities to analyze mobile network deployment and user behavior data.

Language: Scala - Size: 3.09 MB - Last synced at: over 2 years ago - Pushed at: about 8 years ago - Stars: 6 - Forks: 0

aptx1231/NYC-Dataset

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

Size: 1000 Bytes - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 22 - Forks: 6

akhodadadi/MultiStepAheadForecasting

multi-step ahead forecasting of spatio-temporal data

Language: Jupyter Notebook - Size: 11.1 MB - Last synced at: over 2 years ago - Pushed at: about 7 years ago - Stars: 10 - Forks: 6

eren-ck/collective-movement-exploration

Collective Movement Explorer - Explore and Analyse Collective Animal Behaviour

Language: JavaScript - Size: 68 MB - Last synced at: over 2 years ago - Pushed at: over 2 years ago - Stars: 4 - Forks: 2

eren-ck/MotionGlyphs

Visual Abstraction of Spatio-Temporal Networks in Collective Animal Behavior (EuroVis2020)

Language: JavaScript - Size: 18.4 MB - Last synced at: over 2 years ago - Pushed at: almost 5 years ago - Stars: 4 - Forks: 2

most-inesctec/stfXCore

The Core infrastructure micro-service of the SpatioTemporal Features eXtractor (stfX)

Language: Java - Size: 285 KB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

johannesuhl/datacube_visualization

Python scripts to visualize multi-band gridded data.

Language: Python - Size: 4.52 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

ikmalpani/cs581-database-management

This project evaluates ride-sharing algorithms on spatio-temporal data. The data in this case represents nearly 700 million trips in New York City.

Language: Python - Size: 13.5 MB - Last synced at: over 1 year ago - Pushed at: about 7 years ago - Stars: 9 - Forks: 3

sujit-sahu/databmstdr

Data sets and additional useful functions for modelling spatio-temporal data

Language: TeX - Size: 10.4 MB - Last synced at: over 2 years ago - Pushed at: almost 4 years ago - Stars: 0 - Forks: 1

akhodadadi/VolatilityTrend

Estimating trend in variance of spatio-temporal data using generalized Lasso

Language: TeX - Size: 14.2 MB - Last synced at: over 2 years ago - Pushed at: over 6 years ago - Stars: 1 - Forks: 3

Related Keywords
spatio-temporal-data 71 spatio-temporal-analysis 14 graph-neural-networks 14 deep-learning 13 spatio-temporal 12 spatio-temporal-prediction 11 time-series-analysis 8 spatiotemporal 7 traffic-prediction 7 traffic-flow-forecasting 5 dataset 4 spatio-temporal-modeling 4 spatio-temporal-graph 4 python 4 python3 4 data-visualization 4 pytorch 3 gnn 3 spatiotemporal-data-analysis 3 temporal-data 3 temporal-graphs 3 machine-learning 3 data-analysis 3 r 3 gis 3 data-mining 3 time-series 3 data-modeling 3 epidemiology 3 spatial-data 3 rdfstar 3 rdf 3 paper-list 2 visualization 2 aggregation 2 traffic 2 statistics 2 traffic-data 2 neural-network 2 urban-computing 2 collective-behaviour 2 clustering 2 rstats 2 trajectory 2 multi-task-learning 2 variational-autoencoder 2 hospitals 2 traffic-forecasting 2 contrastive-learning 2 statistical-models 2 web-development 2 spatio-temporal-databases 2 map-service 2 lod 2 javascript 2 geoevent 2 gridded-data 2 bigdata 2 big-data 2 arcgis-geoevent-server 2 arcgis 2 stac 2 matlab 2 graph-convolutional-networks 2 time-series-forecasting 2 time-series-prediction 2 spatial-analysis 2 geospatial-data 2 earth-observation 2 collective-behavior 2 spatiotemporal-data 2 spatiotemporal-forecasting 2 calcium-imaging 1 background-noise-removal 1 spatiotemporal-analysis 1 spring-boot 1 datacube 1 hyperspectral-imaging 1 multi-view-learning 1 traffic-graphs 1 lasso-regression 1 calcium-imaging-analyzer 1 calcium-signals 1 confocal-images 1 confocal-microscopy 1 denoising-images 1 denoising-images-extracted 1 microservice 1 image-denoise 1 feature-extraction 1 image-denoising 1 interstitial-cells-of-cajal 1 change-detection 1 noise-removal 1 agricultural-modelling 1 movement-data 1 convex-optimization 1 optics 1 optics-clustering 1 explainable-ai 1