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GitHub topics: spatial-temporal-data

Yiru-Jiao/spclt

This repository offers code to reuse methodology and repeat experiments in the study "Structure-preserving contrastive learning for spatial time series".

Language: Python - Size: 1.38 MB - Last synced at: about 22 hours ago - Pushed at: 1 day ago - Stars: 5 - Forks: 1

shengchaochen82/Awesome-Foundation-Models-for-Weather-and-Climate

A comprehesive survey about foundation models for weather and cliamte data understanding.

Size: 374 KB - Last synced at: 6 days ago - Pushed at: 6 months ago - Stars: 244 - Forks: 32

sevalous/traffic-accident-prediction

This repository contains a study on predicting and preventing traffic accidents using machine learning in Greater London. It also examines how to automate these processes with MLOps. 🚦🛠️

Language: Python - Size: 26.8 MB - Last synced at: 26 days ago - Pushed at: 26 days ago - Stars: 0 - Forks: 0

KimMeen/Awesome-GNN4TS

[TPAMI 2024] Awesome Resources of GNNs for Time Series Analysis (GNN4TS)

Size: 298 KB - Last synced at: about 1 month ago - Pushed at: 12 months ago - Stars: 771 - Forks: 68

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: about 2 months ago - Pushed at: about 2 months ago - Stars: 7 - Forks: 0

TrustAGI-Lab/MTGODE

[TKDE 2022] The official PyTorch implementation of the paper "Multivariate Time Series Forecasting with Dynamic Graph Neural ODEs".

Language: Python - Size: 114 KB - Last synced at: 4 months ago - Pushed at: over 2 years ago - Stars: 81 - Forks: 27

InsightLab/PyMove

PyMove is a Python library to simplify queries and visualization of trajectories and other spatial-temporal data

Language: Jupyter Notebook - Size: 28.8 MB - Last synced at: 23 days ago - Pushed at: almost 3 years ago - Stars: 92 - Forks: 16

KMarkert/EmpiricalOrthogonalFunctions.jl

Julia package for calculating Empirical Orthogonal Functions from spatiotemporal datasets.

Language: Julia - Size: 4.67 MB - Last synced at: about 2 months ago - Pushed at: over 3 years ago - Stars: 6 - Forks: 0

tsinghua-fib-lab/Spatio-temporal-Diffusion-Point-Processes

A diffusion-based framework for spatio-temporal point processes

Language: Python - Size: 46.4 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 39 - Forks: 2

RunyuFan/STNet

Code for JAG 2022 paper "Urban informal settlements classification via a transformer-based spatial-temporal fusion network using multimodal remote sensing and time-series human activity data"

Language: Python - Size: 71.3 KB - Last synced at: almost 2 years ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 1

yule-BUAA/DSTGCN

codes of Deep Spatio-Temporal Graph Convolutional Network for Traffic Accident Prediction

Language: Python - Size: 44.9 KB - Last synced at: over 2 years ago - Pushed at: about 3 years ago - Stars: 37 - Forks: 8

leonardo-anjos/undergraduate-research

topics of interest for college research

Size: 34.5 MB - Last synced at: over 2 years ago - Pushed at: about 5 years ago - Stars: 0 - Forks: 0

Related Keywords
spatial-temporal-data 12 spatial-temporal-forecasting 4 time-series-analysis 3 time-series 3 time-series-forecasting 2 spatio-temporal 2 foundation-models 2 deep-learning 2 spatio-temporal-analysis 2 spatio-temporal-prediction 2 graph-neural-networks 2 representation-learning 2 spatio-temporal-data 1 spatio-temporal-graph 1 spatio-temporal-modeling 1 spatial-data 1 time-series-imputation 1 object-tracking 1 time-series-classification 1 time-series-anomaly-detection 1 temporal-graphs 1 temporal-data 1 survey 1 graph-structure-learning 1 contrastive-learning 1 mobility-data 1 location-prediction 1 traffic-accident-prediction 1 graph-convolutional-networks 1 multimodal-deep-learning 1 spatio-temporal-point-processes 1 point-processes 1 diffusion-models 1 signal-processing 1 julia-language 1 visualization 1 trajectory-analysis 1 trajectories 1 python-library 1 python 1 data-visualization 1 neural-odes 1 structure-preservation 1 ai4earth 1 ai4science 1 climate 1 climate-change 1 dataset 1 large-language-models 1 largemodel 1 machine-learning 1 self-supervised-learning 1 semi-supervised-learning 1 weather 1 weather-and-climate-understanding 1 weather-forecating 1 weather-forecsating 1 classification-model 1 data-mining 1 decision-support-system 1 decision-trees 1 deep-neural-networks 1 express 1 generative-adversarial-network 1 geographical-spatial-dependencies 1 random-forest 1 semantic-spatial-correlations 1 sequlize 1 temporal-block 1 traffic-accident-risk-forecasting 1 traffic-flow-prediction 1 awesome 1 dynamic-graphs 1