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GitHub topics: spatio-temporal-modeling

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 hours ago - Pushed at: about 3 hours ago - Stars: 7 - Forks: 0

ChenHongruixuan/ChangeMamba

[IEEE TGRS 2024] ChangeMamba: Remote Sensing Change Detection Based on Spatio-Temporal State Space Model

Language: Python - Size: 49.7 MB - Last synced at: 5 days ago - Pushed at: 6 days ago - Stars: 456 - Forks: 26

wengwenchao123/DDGCRN

[Pattern Recognition] Decomposition Dynamic Graph Conolutional Recurrent Network for Traffic Forecasting

Language: Python - Size: 21.8 MB - Last synced at: 6 days ago - Pushed at: 6 days ago - Stars: 83 - Forks: 14

pcraster/pcraster

Environmental modeling software

Language: C++ - Size: 39.9 MB - Last synced at: 6 days ago - Pushed at: 9 days ago - Stars: 90 - Forks: 27

eafriyie28/beamgis

A Python package for geospatial analysis and mapping

Language: Python - Size: 13.6 MB - Last synced at: 23 days ago - Pushed at: 23 days ago - Stars: 0 - 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 1 month ago - Pushed at: 3 months ago - Stars: 892 - Forks: 92

giscience-fsu/sperrorest

Spatial error estimation and variable importance

Language: R - Size: 117 MB - Last synced at: 27 days ago - Pushed at: 4 months ago - Stars: 20 - Forks: 3

alexandrosstergiou/Squeeze-and-Recursion-Temporal-Gates

Code for : [Pattern Recognit. Lett. 2021] "Learn to cycle: Time-consistent feature discovery for action recognition" and [IJCNN 2021] "Multi-Temporal Convolutions for Human Action Recognition in Videos".

Language: Python - Size: 12.7 MB - Last synced at: 7 months ago - Pushed at: almost 3 years ago - Stars: 68 - Forks: 6

iSiddharth20/Generative-AI-Based-Spatio-Temporal-Fusion

A Novel Approach leveraging Auto-Encoders, LSTM Networks and Maximum Entropy Principle for Video Super-Resolution (Upscaling and Frame Interpolation)

Language: Python - Size: 22.7 MB - Last synced at: 10 months ago - Pushed at: 11 months ago - Stars: 12 - Forks: 3

dongeric/nfl-big-data-bowl

Predicting NFL play yardage from autoencoded player tracking data (2019)

Size: 1.99 MB - Last synced at: 11 months ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

eren-ck/st_optics

ST-OPTICS: Spatio-temporal clustering based on OPTICS

Language: Python - Size: 192 KB - Last synced at: 10 months ago - Pushed at: almost 4 years ago - Stars: 19 - Forks: 2

ssyuwang/LLM4HRS-master

LLM4HRS:A LLM-based Spatio-temporal Imputation Model for Highly-sparse Remote Sensing Data

Language: Python - Size: 29.3 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 1 - Forks: 0

spidercatfly/TacticExpert

设计一下怎么毕业

Language: Python - Size: 21.7 MB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 3 - Forks: 0

Kalondepatrick/iTPA

In this work, we stratify malaria cases across Malawi to sub-district level, quantify spatio-temporal patterns and examined the effects of climate, environment, and malaria intervention.

Language: HTML - Size: 7.46 MB - Last synced at: about 1 year ago - Pushed at: about 1 year ago - Stars: 0 - Forks: 0

underdoc-wang/STC-GNN

[CIKM'21] Spatio-Temporal-Categorical Graph Neural Networks for Fine-Grained Multi-Incident Co-Prediction

Language: Python - Size: 1.6 MB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 13 - Forks: 3

deepkashiwa20/MegaCRN

[AAAI23] This it the official github for AAAI23 paper "Spatio-Temporal Meta-Graph Learning for Traffic Forecasting"

Language: Python - Size: 457 MB - Last synced at: about 1 year ago - Pushed at: over 1 year ago - Stars: 88 - Forks: 15

underdoc-wang/ST-MGCN

[AAAI'19] Spatiotemporal Multi-Graph Convolution Network for Ride-Hailing Demand Forecasting (Pytorch Replication)

Language: Python - Size: 9.77 KB - Last synced at: about 1 year ago - Pushed at: about 4 years ago - Stars: 81 - Forks: 25

shadowbourne/ST-ResNet-Pytorch Fork of BruceBinBoxing/ST-ResNet-Pytorch

Deep Spatio-Temporal Residual Networks for Mobile Location Data Prediction (instead of original Crowd Flow Prediction) - Modified ST-ResNet

Language: Python - Size: 48.6 MB - Last synced at: about 1 year ago - Pushed at: over 3 years ago - Stars: 2 - Forks: 0

underdoc-wang/EAST-Net

[AAAI'22] Event-Aware Multimodal Mobility Nowcasting

Language: Python - Size: 136 MB - Last synced at: about 1 year ago - Pushed at: over 2 years ago - Stars: 12 - Forks: 2

xzr12/PredCNN

Code release for "PredCNN: Predictive Learning with Cascade Convolutions" (IJCAI 2018)

Language: Python - Size: 38.3 MB - Last synced at: about 1 year ago - Pushed at: almost 7 years ago - Stars: 25 - Forks: 12

michelacameletti/Spatial-and-Spatio-Temporal-Bayesian-Models-with-R-INLA

Code and data from the "Spatial and Spatio-temporal Bayesian Models with R-INLA" book

Size: 2.7 MB - Last synced at: over 1 year ago - Pushed at: over 1 year ago - Stars: 0 - Forks: 0

Yangxin666/STGAE

Code repo for Spatio-Temporal Denoising Graph Autoencoder (STD-GAE)

Language: Jupyter Notebook - Size: 49.5 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 5 - Forks: 3

Yunbo426/predrnn-pp

Code release for "PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning" (ICML 2018)

Language: Python - Size: 22.5 KB - Last synced at: over 1 year ago - Pushed at: over 5 years ago - Stars: 230 - Forks: 85

hilbert9221/NRI-MPM

Code for Neural Relational Inference with Efficient Message Passing Mechanisms (AAAI 2021).

Language: Python - Size: 29.3 KB - Last synced at: almost 2 years ago - Pushed at: about 4 years ago - Stars: 11 - Forks: 1

underdoc-wang/EMS-Pred-ICDE-21

[ICDE'21] Forecasting Ambulance Demand with Profiled Human Mobility via Heterogeneous Multi-Graph Neural Networks

Language: Python - Size: 14.6 KB - Last synced at: about 1 year ago - Pushed at: about 4 years ago - Stars: 6 - Forks: 3

Cogito2012/UString

[ACM MM 2020] Uncertainty-based Traffic Accident Anticipation

Language: Python - Size: 18.9 MB - Last synced at: almost 2 years ago - Pushed at: almost 2 years ago - Stars: 52 - Forks: 19

dondealban/learning-spatio-temporal-modeling

Learning Spatio-Temporal Statistics with R book using the STRbook package.

Language: R - Size: 248 KB - Last synced at: almost 2 years ago - Pushed at: almost 6 years ago - Stars: 2 - 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

lamferzon/NYC-bike-sharing-analysis

Statistical analysis of Jersey City bike sharing data using spatio-temporal models.

Language: MATLAB - Size: 69 MB - Last synced at: over 1 year ago - Pushed at: over 2 years ago - Stars: 1 - Forks: 1

meowoodie/Reinforcement-Learning-of-Spatio-Temporal-Point-Processes

A general framework for learning spatio-temporal point processes via reinforcement learning

Language: Python - Size: 16.6 MB - Last synced at: over 2 years ago - Pushed at: over 4 years ago - Stars: 22 - Forks: 6

ameli/WhereIsMyPlume

Trajectory prediction by Bayesian learning of spatiotemporal velocity fields and hybrid Kalman filter

Language: Jupyter Notebook - Size: 311 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 1

AbbaTek-Group/Space-Time-Statistics-with-R

Modeling and visualizing hydrologic observations indexed in space and time. This work is heavily indebted to the piece from Wikle, Zammit-Mangion, and Cressie (2019) who are blazing the path to the summit for spatio-temporal statistics

Language: Fortran - Size: 5.53 MB - Last synced at: 12 months ago - Pushed at: over 3 years ago - Stars: 0 - Forks: 0

Giant316/bayesianinference_HIVmortality

A reproduced research on HIV/AIDS mortality in order to investigate how the model covariates poverty, income inequality and spatiotemporal effects influence the model fit.

Language: HTML - Size: 1.54 GB - Last synced at: about 2 years ago - Pushed at: over 5 years ago - Stars: 0 - Forks: 1

thuml/predrnn-pp Fork of Yunbo426/predrnn-pp

Code release for "PredRNN++: Towards A Resolution of the Deep-in-Time Dilemma in Spatiotemporal Predictive Learning" (ICML 2018)

Language: Python - Size: 36.1 KB - Last synced at: over 2 years ago - Pushed at: about 7 years ago - Stars: 5 - Forks: 3

7cb15/Mobility-in-US-Cities

Exploring mobility patterns in US cities

Language: Jupyter Notebook - Size: 12.9 MB - Last synced at: about 2 years ago - Pushed at: almost 6 years ago - Stars: 3 - Forks: 0

SimFeodal/SimFeodal

Simulation of the emergence of hierarchical and enduring settlement patterns during the Middle Ages

Language: GAML - Size: 6.28 MB - Last synced at: almost 2 years ago - Pushed at: almost 5 years ago - Stars: 1 - Forks: 0

Related Keywords
spatio-temporal-modeling 36 graph-neural-networks 7 deep-learning 6 python 5 pytorch 4 spatio-temporal-prediction 4 spatio-temporal-data 4 spatio-temporal 4 spatio-temporal-analysis 3 simulation 2 video-prediction 2 remote-sensing 2 traffic-prediction 2 traffic-forecasting 2 geospatial-analysis 2 machine-learning 2 geospatial-visualization 2 autoencoder 2 inla 2 probabilistic-models 2 r 2 bayesian-statistics 1 time-series-clustering 1 r-inla 1 spde 1 imputation-algorithm 1 missing-data 1 photovoltaic-systems 1 neural-relational-inference 1 accidents 1 bayesian-neural-networks 1 clustering 1 optics 1 optics-clustering 1 data-imputation 1 high-sparsity 1 large-language-model 1 basketball-tactic 1 geometric-deep-learning 1 graph-representation-learning 1 multimodel-large-language-model 1 malaria 1 convolutional-recurrent-network 1 graph-convolutional-networks 1 multivariate-time-series-prediction 1 residual-neural-network 1 st-resnet 1 traffic-analysis 1 stochastic-processes 1 trajectory-prediction 1 bayesian-inference 1 hydrologic-modeling 1 markov-chain-monte-carlo 1 visualization 1 conda 1 winbugs 1 predictive-learning 1 mobility-modeling 1 transportation-network 1 agent-based-model 1 archaeology 1 long-time 1 settlement-pattern 1 transitions 1 uncertainty-estimation 1 geospatial-modeling 1 spatio-temporal-statistics 1 geostatistics 1 variogram 1 bike-sharing 1 d-stem 1 statistical-analysis 1 gaussian-mixture-models 1 heterogeneous-gaussian-mixture 1 point-process 1 reinforcement-learning 1 tensorflow 1 gaussian-process-regression 1 kalman-filter 1 kriging 1 demand-forecasting 1 anomaly-detection 1 accident-detection 1 spatial-data-analysis 1 spatial-analysis 1 mapping 1 jupyter-notebook 1 geospatial-processing 1 geospatial 1 geoai 1 modflow 1 hydrology 1 earth-science 1 cpp 1 traffic-flow-prediction 1 state-space-model 1 semantic-change-detection 1 mambacd 1 mamba-cd 1 mamba 1