spatio-temporal-data

Here are 83 public repositories matching this topic...

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-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

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👁 pytorch_geometric_temporal

benedekrozemberczki / pytorch_geometric_temporal

Sponsor

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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

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Python

lixus7 / Time-Series-Works-Conferences

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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

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ni1o1 / transbigdata

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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

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Python

hijiangtao / glmaps

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

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

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JavaScript

👁 tsl

TorchSpatiotemporal / tsl

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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

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Python

LibCity / Bigscity-LibCity-Datasets

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Traffic data processing tools in LibCity

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

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Python

Echo-Ji / ST-SSL

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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

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Python

xiepeng21 / research_spatio-temporal-data-mining

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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

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LMissher / Awesome-Spatio-Temporal-Foundation-Models

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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

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

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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

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👁 easystac

cloudsen12 / easystac

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A Python package for simple STAC queries

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

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Python

HKUDS / STExplainer

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

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

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Python

aptx1231 / NYC-Dataset

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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

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dbis-ilm / stark

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A framework for Spatio-Temporal Data Analytics on Spark

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

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Scala

trajminer / trajminer

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Trajectory Mining Library

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

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Python

HKUDS / Awesome-LLM4Urban-Papers

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

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

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peterparity / PDE-VAE-pytorch

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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

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Python

dbvis-ukon / movekit

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Simple and effective tools for the analysis of movement data

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

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Python

hpi-sam / GNN-SpaceTimeGraphs

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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

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