spatio-temporal-analysis

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

pytorch_geometric_temporal
benedekrozemberczki / pytorch_geometric_temporal
PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)
deep-learning gcn gnn graph-convolution graph-convolutional-networks graph-embedding graph-neural-networks network-embedding network-science node-embedding pytorch spatial-analysis spatial-data spatio-temporal-analysis spatio-temporal-data spatiotemporal temporal-data temporal-graphs temporal-networks
Language:Python 2868
NVIDIA / MinkowskiEngine
Minkowski Engine is an auto-diff neural network library for high-dimensional sparse tensors
neural-network computer-vision sparse-tensors convolutional-neural-networks semantic-segmentation auto-differentiation spatio-temporal-analysis space-time deep-learning 3d-convolutional-network 4d-convolutional-neural-network high-dimensional-data high-dimensional-inference trilateral-filter 3d-vision sparse-convolution pytorch minkowski-engine cuda sparse-tensor-network
Language:Python 2766
qingsongedu / awesome-AI-for-time-series-papers
A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.
timeseries timeseries-analysis timeseries-forecasting timeseries-prediction timeseriesclassification anomalydetection changepoint-detection classification forecasting missing-data data-mining deep-learning machine-learning signal-processing awesome awesome-list tutorial temporal-models spatio-temporal-analysis temporal-point-processes
1514
GeoTorchAI
wherobots / GeoTorchAI
GeoTorchAI: A Framework for Training and Using Spatiotemporal Deep Learning Models at Scale
classification-model convlstm-pytorch deep-learning deep-neural-networks deepsat prediction-model raster-data satellite-images segmentation-models sequence-models spatial-data-analysis spatio-temporal-analysis spatio-temporal-models spatio-temporal-prediction st-resnet satellite-classification
Language:Jupyter Notebook 509
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 320
chrischoy / SpatioTemporalSegmentation
4D Spatio-Temporal Semantic Segmentation on a 3D video (a sequence of 3D scans)
3d 3d-vision semantic-segmentation spatio-temporal-analysis convolutional-neural-network minkowski-engine scannet cvpr
Language:Python 309
DAMO-DI-ML / AI-for-Time-Series-Papers-Tutorials-Surveys
A professional list of Papers, Tutorials, and Surveys on AI for Time Series in top AI conferences and journals.
ai anomaly-detection data-mining data-science deep-learning forecasting machine-learning spatio-temporal-analysis temporal-data temporal-point-processes time-series
164
eren-ck / st_dbscan
ST-DBSCAN: Simple and effective tool for spatial-temporal clustering
dbscan-clustering spatio-temporal-analysis spatio-temporal clustering
Language:Python 143
aa-samad / conv_snn
Code for "Convolutional spiking neural networks (SNN) for spatio-temporal feature extraction" paper
snn neuromorphic cifar10 spatio-temporal-analysis cnn convolutional-neural-networks deep-learning pytorch
Language:Python 133
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
122
GIScience / oshdb
OpenStreetMap History Data Analysis Framework
openstreetmap openstreetmap-data osm openstreetmap-history ohsome osm-data osm-history-data openstreetmap-history-data oshdb spatio-temporal-analysis heigit
Language:Java 114
laura-wang / video_repres_mas
code for CVPR-2019 paper: Self-supervised Spatio-temporal Representation Learning for Videos by Predicting Motion and Appearance Statistics
self-supervised-learning cvpr2019 action-recognition spatio-temporal-analysis video tensorflow
Language:Python 62
rbhatia46 / Spatio-Temporal-DBSCAN
Spatio Temporal DBSCAN algorithm in Python. Useful to cluster spatio-temporal data with irregular time intervals, a prominent example could be GPS trajectories collected using mobile devices.
clustering dbscan spatio-temporal-analysis
Language:Python 35
WayneGitShell / GWSDAT
GroundWater Spatiotemporal Data Analysis Tool (GWSDAT) R-Shiny implementation.
shiny contamination-detection groundwater-flow plume spatio-temporal-analysis
Language:R 32
dbvis-ukon / movekit
Simple and effective tools for the analysis of movement data
movement-data spatio-temporal-analysis spatio-temporal-data collective-behaviour
Language:Python 24
lmarabi / st-hadoop
ST-Hadoop is an open-source MapReduce extension of Hadoop designed specially to analyze your spatio-temporal data efficiently
mapreduce spatio-temproal spatiotemporal temporal spatial spatial-data-analysis spatio-temporal indexing 3d spatial-index spatial-analysis temporal-analysis spatio-temporal-analysis spatialhadoop
Language:Java 22
chenyangkang / stemflow
A Python Package for Adaptive Spatio-Temporal Exploratory Model (AdaSTEM)
bird-migration geospatial machine-learning spatio-temporal-analysis species-distribution-modeling spatiotemporal adaptive-spatio-temporal-exploratory-model biodiversity biogeography ebird animal animal-movement ecology ecology-modelling movement-ecology bird-survey spatiotemporal-dynamics big-data ornithology movement
Language:Python 20
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 20
lnferreira / chronnets
A network-based model for spatiotemporal data analysis
chronnet spatio-temporal-analysis network-science complex-networks graph-mining pattern-recognition
Language:R 20
AaltoPML / spatiotemporal-graph-kernels
The official implementation of Non-separable Spatio-temporal Graph Kernels via SPDEs.
graphs gaussian-processes spatio-temporal-analysis graph-neural-networks machine-learning
Language:Python 16
zouguojian / STGIN
A Novel Spatio-Temporal Generative Inference Network for Predicting the Long-Term Highway Traffic Speed
graph-algorithms graph-attention-networks intelligent-transportation-systems spatio-temporal-analysis traffic-speed-prediction generative-inference
Language:Python 16
kalgishah02 / SnapLoc
SnapLoc is a product that does automatic image classification and spatio-temporal analysis in order to recommend the places of interest in a new city. The packages that I have used for creating the product are Python(Pandas, NumPy, Shapely, Keras, Leaflet) and TensorFlow
tensorflow geospatial spatial-analysis image-classification shapely leaflet geojson spatial clustering spatio-temporal-analysis flickr travel-modeling spatial-clustering spatial-data-analysis
Language:Jupyter Notebook 15
mpio-be / windR
windR is a R package to connect animal tracking data with wind data (or sea current data) and allows to visualize animal movements within the flow of the medium that they moved in.
r spatio-temporal-analysis particles movement-ecology movement-behavior
Language:R 15
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 13
Moradii / stlnpp
Spatio-temporal point patterns on linear networks
spatio-temporal-analysis linear-network intensity k-function pair-correlation point-pattern-analysis
Language:R 13
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 12
pertzlab / ARCOS
An R package to detect collective spatio-temporal phenomena
spatio-temporal-analysis single-cell-data time-series-analysis cluster-analysis
Language:R 12
epiverse-trace / epiCo
R package for statistical and spatiotemporal modeling of epidemiological data for vector-borne diseases in Colombia
r demographics r-package spatio-temporal-analysis decision-support outbreak-analysis colombia vector-borne-diseases epiverse sdg-3
Language:R 11
paezha / covid19-environmental-correlates
Paez, Antonio, et al. "A spatio‐temporal analysis of the environmental correlates of COVID‐19 incidence in Spain." Geographical Analysis 53.3 (2021): 397-421.
covid-19 spatio-temporal-analysis temperature humidity population-density older-adults incidence mass-transit-systems spain
Language:HTML 8
cran-task-views / SpatioTemporal
CRAN Task View: Handling and Analyzing Spatio-Temporal Data
r rstats cran task-views spatio-temporal-data spatio-temporal-analysis
7
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
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 7
NearRepeat
wsteenbeek / NearRepeat
NearRepeat
criminology spatio-temporal-analysis r-package
Language:R 7
MotionGlyphs
eren-ck / MotionGlyphs
Visual Abstraction of Spatio-Temporal Networks in Collective Animal Behavior (EuroVis2020)
spatio-temporal-analysis spatio-temporal-data dynamic-networks dynamic-network dynamic-graphs collective-behavior collective-behaviour animal-behavior animal-movement animal-behaviour
Language:JavaScript 6
Polaris000 / EarthquakeForecasting
A simple approach to earthquake forecasting
earthquake-data forcasting spatio-temporal-analysis statistics
Language:Jupyter Notebook 6
stijnh / scalable-crowd-analysis
Scalable spatio-temporal clustering method for detection of crowd motion patterns. Implementation in Python 2.7
crowd-analysis spatio-temporal-analysis proximity-graphs clustering pedestrian-behavior
Language:Python 6

spatio-temporal-analysis

benedekrozemberczki / pytorch_geometric_temporal

NVIDIA / MinkowskiEngine

qingsongedu / awesome-AI-for-time-series-papers

wherobots / GeoTorchAI

TorchSpatiotemporal / tsl

chrischoy / SpatioTemporalSegmentation

DAMO-DI-ML / AI-for-Time-Series-Papers-Tutorials-Surveys

eren-ck / st_dbscan

aa-samad / conv_snn

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

GIScience / oshdb

laura-wang / video_repres_mas

rbhatia46 / Spatio-Temporal-DBSCAN

WayneGitShell / GWSDAT

dbvis-ukon / movekit

lmarabi / st-hadoop

chenyangkang / stemflow

eren-ck / st_optics

lnferreira / chronnets

AaltoPML / spatiotemporal-graph-kernels

zouguojian / STGIN

kalgishah02 / SnapLoc

mpio-be / windR

Esri / aggregation-viewer-server-map-service

Moradii / stlnpp

Esri / aggregation-viewer-client-feature-layer

pertzlab / ARCOS

epiverse-trace / epiCo

paezha / covid19-environmental-correlates

cran-task-views / SpatioTemporal

eren-ck / collective-movement-exploration

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

wsteenbeek / NearRepeat

eren-ck / MotionGlyphs

Polaris000 / EarthquakeForecasting

stijnh / scalable-crowd-analysis