spatio-temporal-data

There are 9 repositories under spatio-temporal-data topic.

pytorch_geometric_temporal
benedekrozemberczki / pytorch_geometric_temporal
PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)
pytorch graph-neural-networks temporal-networks temporal-graphs gcn graph-convolutional-networks deep-learning network-science temporal-data node-embedding network-embedding graph-embedding spatial-data spatial-analysis spatio-temporal-data spatio-temporal-analysis gnn graph-convolution spatiotemporal
Language:Python 2577
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.
deep-learning time-series time-series-analysis time-series-forecasting time-series-prediction deep-neural-networks paper-lists rnn tcn time-series-models transformer spatial-temporal-forecasting spatio-temporal spatio-temporal-data spatio-temporal-prediction
1669
lixus7 / Time-Series-Works-Conferences
Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, WWW, IJCAI, CIKM, ICDM, ICDE, etc.)
time-series deep-learning spatio-temporal paper-list traffic-prediction spatio-temporal-prediction spatio-temporal-data spatio-temporal-modeling location travel-time-prediction demand-forecasting anomaly-detection multivariate-timeseries probabilistic-models time-series-forecasting time-series-prediction time-series-imputation accident-detection
740
ni1o1 / transbigdata
A Python package develop for transportation spatio-temporal big data processing, analysis and visualization.
bike-sharing-data bus-gps-data data-analysis data-pre-processing data-quality-analysis data-visualization geospatial-data python spatio-temporal-data taxi-gps-data transportation
Language:Python 446
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。
deck-gl webgl demo visualization threejs earth 3d curve spatio-temporal-data spatiotemporal data-visualization
Language:JavaScript 373
tsl
TorchSpatiotemporal / tsl
tsl: a PyTorch library for processing spatiotemporal data.
deep-learning gnn graph-neural-networks pytorch spatio-temporal spatio-temporal-analysis spatio-temporal-data spatio-temporal-graph spatio-temporal-prediction spatiotemporal spatiotemporal-data spatiotemporal-data-analysis spatiotemporal-forecasting temporal-data temporal-graphs
Language:Python 235
LibCity / Bigscity-LibCity-Datasets
Traffic data processing tools in LibCity
traffic-prediction traffic-data traffic dataset spatio-temporal-data spatio-temporal-prediction libcity
Language:Python 180
xiepeng21 / research_spatio-temporal-data-mining
A collection of research on spatio-temporal data mining
deep-learning paper-list spatio-temporal spatio-temporal-data spatio-temporal-data-mining time-series traffic-prediction urban-computing od-prediction spatio-temporal-ai
135
Echo-Ji / ST-SSL
ST-SSL (STSSL): Spatio-Temporal Self-Supervised Learning for Traffic Flow Forecasting/Prediction
self-supervised-learning traffic-flow-prediction traffic-forecasting spatio-temporal-prediction aaai adaptive contrastive-learning data-augmentation data-mining fairness graph-augmentation graph-neural-networks location-embedding representation-learning robust-machine-learning robustness spatio-temporal-data
Language:Python 132
NickHan-cs / Spatio-Temporal-Data-Mining-Survey
Paper & Code & Dataset Collection of Spatial-Temporal Data Mining.
estimated-time-of-arrival federated-learning map-matching spatio-temporal spatio-temporal-analysis spatio-temporal-data spatio-temporal-prediction spatio-temporal-representation traffic-prediction traffic-signal-control trajectory trajectory-analysis trajectory-prediction wind-power-forecasting
87
easystac
cloudsen12 / easystac
A Python package for simple STAC queries
stac remote-sensing gis earth-observation python python3 spatio-temporal spatio-temporal-data planetary-computer radiant
Language:Python 65
dbis-ilm / stark
A framework for Spatio-Temporal Data Analytics on Spark
spatial rdd spatial-data-analysis spatio-temporal-data apache-spark scala data-analysis
Language:Scala 50
trajminer / trajminer
Trajectory Mining Library
trajectory gis geographical-information-system data-mining classification clustering spatio-temporal-data
Language:Python 47
aptx1231 / NYC-Dataset
Organize some grid-based traffic flow datasets, mainly New York City bicycle and taxi data
traffic-prediction traffic-data traffic-dataset nyc-taxi-dataset nyc-bike nyc-taxi tdrive taxibj spatio-temporal-data data-collection dataset traffic grid-data traffic-flow
46
HKUDS / STExplainer
[CIKM'2023] "STExplainer: Explainable Spatio-Temporal Graph Neural Networks"
explainable-ai explainable-machine-learning graph-neural-networks spatio-temporal-data traffic-prediction
Language:Python 32
peterparity / PDE-VAE-pytorch
PDE-VAE: Variational Autoencoder for Extracting Interpretable Physical Parameters from Spatiotemporal Systems using Unsupervised Learning
spatiotemporal unsupervised-learning physics partial-differential-equations variational-autoencoder spatio-temporal-data dynamical-systems nonlinear-dynamics pytorch-implementation pde vae
Language:Python 29
dbvis-ukon / movekit
Simple and effective tools for the analysis of movement data
collective-behaviour movement-data spatio-temporal-analysis spatio-temporal-data
Language:Python 19
eren-ck / st_optics
ST-OPTICS: Spatio-temporal clustering based on OPTICS
spatio-temporal-analysis spatio-temporal clustering spatio-temporal-modeling spatio-temporal-data optics optics-clustering
Language:Python 19
HKUDS / CL4ST
[CIKM'2023] "CL4ST: Spatio-Temporal Meta Contrastive Learning"
contrastive-learning meta-learning spatio-temporal-data spatio-temporal-prediction traffic-prediction urban-computing
Language:Python 17
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
traffic-forecasting traffic-graphs graph-neural-networks spatio-temporal-data graph-convolutional-networks forecasting-algorithm
Language:Jupyter Notebook 15
sujit-sahu / bmstdr
This is the repository for the R package bmstdr.
bayesian modelling spatio-temporal-data r
Language:R 14
akhodadadi / MultiStepAheadForecasting
multi-step ahead forecasting of spatio-temporal data
spatio-temporal-data lstm xgboost lightgbm neural-network multi-step-ahead-forecasting
Language:Jupyter Notebook 13
Esri / aggregation-viewer-server-map-service
Sample JavaScript Aggregation Viewer using Map Service queries with an Aggregation Renderer and rendering images server side
arcgis geoevent javascript aggregation big-data bigdata arcgis-geoevent-server spatiotemporal spatio-temporal spatio-temporal-data spatio-temporal-databases spatio-temporal-analysis lod map-service renderer web-development
Language:CSS 12
caesar0301 / movr
Human mobility data (in form of <x,y,t>) analysis and visualization in R.
human-mobility spatio-temporal-data visualization statistical-models movr
Language:R 11
Esri / aggregation-viewer-client-feature-layer
Sample JavaScript Aggregation Viewer using aggregation (lod) queries and rendering aggregation bins client side
geoevent javascript arcgis aggregation big-data bigdata arcgis-geoevent-server spatio-temporal-data spatio-temporal spatiotemporal spatio-temporal-databases spatio-temporal-analysis lod map-service feature-service web-development
Language:CSS 11
ipums / nhgisxwalk
Spatio-temporal NHGIS Crosswalks
nhgis crosswalks gis spatio-temporal-data
Language:Python 11
usc-isi-i2 / linked-maps
Framework to build linked spatio-temporal data from vectorized evolutionary topographic map archives
spatio-temporal-data spatio-temporal-knowledge-graphs knowledge-graphs linked-spatio-temporal-data linked-data semantic-web data-integration historical-maps digital-humanities
Language:Python 10
yanganYNU / STGCN
traffic flow prediction
deep-learning graph-neural-networks spatio-temporal-data time-series-analysis traffic-flow-forecasting
Language:Python 10
garygsw / twitter-crowd-flow-prediction
Crowd flow prediction model
deep-learning spatio-temporal-data text-mining
Language:Python 9
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.
ridesharing spatio-temporal-data osrm
Language:Python 9
eren-ck / collective-movement-exploration
Collective Movement Explorer - Explore and Analyse Collective Animal Behaviour
collective-behavior collective-motion movement-ecology visual-analytics spatio-temporal-analysis spatio-temporal-data visualizations
Language:JavaScript 7
caesar0301 / flowmap
Apache Spark utilities to analyze mobile network deployment and user behavior data.
behaviour-science human-behavior-understanding statistical-models r spatio-temporal-data
Language:Scala 6
cran-task-views / SpatioTemporal
CRAN Task View: Handling and Analyzing Spatio-Temporal Data
r rstats cran task-views spatio-temporal-data spatio-temporal-analysis
6
deshanadesai / Geospat
Role of Temporal Diversity in Inferring Social Ties Based on Spatio-Temporal Data
spatio-temporal-data dataset mobile-phones inferring-social-ties survey study
Language:HTML 6
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.
compression-algorithm graph-neural-networks spatio-temporal-data spatio-temporal-graph spatio-temporal-prediction traffic-compression
Language:Python 5
mrfoliveira / Evaluation-procedures-for-forecasting-with-spatio-temporal-data
"Evaluation procedures for forecasting with spatio-temporal data" -- ECML 2018
evaluation-framework cross-validation forecasting spatio-temporal spatio-temporal-analysis regression evaluation spatio-temporal-data spatio-temporal-prediction
Language:R 5

spatio-temporal-data

benedekrozemberczki / pytorch_geometric_temporal

ddz16 / TSFpaper

lixus7 / Time-Series-Works-Conferences

ni1o1 / transbigdata

hijiangtao / glmaps

TorchSpatiotemporal / tsl

LibCity / Bigscity-LibCity-Datasets

xiepeng21 / research_spatio-temporal-data-mining

Echo-Ji / ST-SSL

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

cloudsen12 / easystac

dbis-ilm / stark

trajminer / trajminer

aptx1231 / NYC-Dataset

HKUDS / STExplainer

peterparity / PDE-VAE-pytorch

dbvis-ukon / movekit

eren-ck / st_optics

HKUDS / CL4ST

hpi-sam / GNN-SpaceTimeGraphs

sujit-sahu / bmstdr

akhodadadi / MultiStepAheadForecasting

Esri / aggregation-viewer-server-map-service

caesar0301 / movr

Esri / aggregation-viewer-client-feature-layer

ipums / nhgisxwalk

usc-isi-i2 / linked-maps

yanganYNU / STGCN

garygsw / twitter-crowd-flow-prediction

ikmalpani / cs581-database-management

eren-ck / collective-movement-exploration

caesar0301 / flowmap

cran-task-views / SpatioTemporal

deshanadesai / Geospat

BNN-UPC / Atom_Neural_Traffic_Compression

mrfoliveira / Evaluation-procedures-for-forecasting-with-spatio-temporal-data