spatio-temporal-prediction

There are 9 repositories under spatio-temporal-prediction 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-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
LibCity / Bigscity-LibCity
LibCity: An Open Library for Urban Spatial-temporal Data Mining
traffic traffic-prediction traffic-flow-prediction traffic-speed-prediction on-demand-service trajectory-prediction toolkit deep-learning spatio-temporal-prediction spatio-temporal pytorch-implementation traffic-forecasting map-matching representation-learning estimated-time-of-arrival traffic-accident-prediction od-matrix time-series-prediction eta libcity
Language:Python 871
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
Trajectron-plus-plus
StanfordASL / Trajectron-plus-plus
Code accompanying the ECCV 2020 paper "Trajectron++: Dynamically-Feasible Trajectory Forecasting With Heterogeneous Data" by Tim Salzmann*, Boris Ivanovic*, Punarjay Chakravarty, and Marco Pavone (* denotes equal contribution).
deep-learning human-robot-interaction human-trajectory-prediction autonomous-vehicles nuscenes spatio-temporal-prediction
Language:Jupyter Notebook 637
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 469
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
aptx1231 / Traffic-Prediction-Open-Code-Summary
Summary of open source code for deep learning models in the field of traffic prediction
traffic traffic-prediction traffic-flow-prediction traffic-speed-prediction traffic-accident-prediction travel-time-prediction trajectory-prediction on-demand-service open-source deep-learning open-code spatio-temporal spatio-temporal-prediction paper-list graph-convolutional-networks graph-neural-networks estimated-time-of-arrival on-demand time-series-prediction libcity
233
LibCity / Bigscity-LibCity-PaperList
Paper list in traffic prediction field
traffic-prediction traffic-forecasting spatio-temporal-prediction spatio-temporal paper-list network-embedding deep-learning graph-neural-networks map-matching estimated-time-of-arrival libcity
206
BUAABIGSCity / PDFormer
[AAAI2023] A PyTorch implementation of PDFormer: Propagation Delay-aware Dynamic Long-range Transformer for Traffic Flow Prediction.
aaai2023 multivariate-time-series-prediction spatio-temporal-prediction traffic-flow-prediction traffic-prediction transformer dtw kshape graph-transformer self-attention
Language:Python 183
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
HKUDS / UrbanGPT
[KDD'2024] "UrbanGPT: Spatio-Temporal Large Language Models"
fundation-models instruction-tuning large-language-models pre-trained-model smart-cities spatio-temporal-prediction urban-computing urban-data-science
Language:Python 177
yoshall / GeoMAN
Tensorflow Implementation of GeoMAN, IJCAI-18
attention-mechanism deep-learning environment spatio-temporal-prediction
Language:Python 139
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
snehasinghania / STResNet
A TensorFlow Implementation of Deep Spatio-Temporal Residual Networks (ST-ResNet): https://arxiv.org/abs/1610.00081
spatio-temporal-prediction tensorflow deep-learning
Language:Python 105
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
Mouradost / STGM
STGM: Spatio-Temporal Graph Mixformer for Traffic Forecasting
attention-mechanism gnn-model spatio-temporal-prediction traffic-forecasting
Language:Jupyter Notebook 84
gengdd / Awesome-Time-Series-Spatio-Temporal
Awesome Time-Series and Spatio-Temporal Related
awesome time-series roadnetwork spatio-temporal trajectory representation-learning spatio-temporal-prediction time-series-anomaly-detection time-series-forecasting
77
HKUDS / GPT-ST
[NeurIPS'2023] "GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks"
generative-model graph-neural-networks pre-trained-model spatio-temporal-prediction urban-computing
Language:Python 63
wengwenchao123 / DDGCRN
[Pattern Recognition] Decomposition Dynamic Graph Conolutional Recurrent Network for Traffic Forecasting
traffic-forecasting traffic-prediction spatio-temporal-prediction pytorch spatio-temporal-modeling traffic-flow-prediction
Language:Python 58
martinwhl / T-GCN-PyTorch
A PyTorch implementation of T-GCN
pytorch deep-learning traffic-flow-prediction traffic-flow-forecasting spatio-temporal-prediction pytorch-lightning
Language:Python 56
IntelligentSystemsLab / ST-EVCDP
A real-world dataset for EV-related research, e.g., spatiotemporal prediction and urban energy management.
data-mining graph-learning spatio-temporal-prediction eletric-vehicle
Language:Python 53
BUAABIGSCity / KDDCUP2022
[KDD CUP 2022] 11th place solution of Spatial-Temporal Graph Neural Network for Wind Power Forecasting in Baidu KDD CUP 2022
deep-learning spatio-temporal-prediction wind-power-forecasting agcrn kddcup2022 mtgnn
Language:Python 47
HKUDS / FlashST
[ICML'2024] "FlashST: A Simple and Universal Prompt-Tuning Framework for Traffic Prediction"
pre-training prompt-tuning smart-cities spatio-temporal-prediction traffic-flow-prediction urban-computing
Language:Python 42
HKUDS / GraphST
[ICML'2023] "GraphST: Spatial-Temporal Graph Learning with Adversarial Contrastive Adaptation"
contrastive-learning graph-neural-networks graph-representation-learning spatio-temporal-prediction urban-computing
Language:Python 36
AmitRoy7781 / USTGCN
[IJCNN 2021] Unified Spatio-Temporal modeling for traffic forecasting using Graph Convolutional Network
traffic-forecasting graph-neural-network graph-convolution spatio-temporal-prediction gnn graph-ml
Language:Python 31
topazape / ST-ResNet
Implementation of the paper - Deep Spatio-Temporal Residual Networks for Citywide Crowd Flows Prediction
pytorch spatio-temporal-prediction cnn
Language:Python 20
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
WooheonHong / StemGNN
Reproduce - Traffic_prediction - StemGNN(NeurIPS20)
spatio-temporal-prediction traffic-prediction time-series-forecasting
Language:Python 11
ArsamAryandoust / DataSelectionMaps
Enhanced spatio-temporal electric load forecasts with less data using active deep learning
deep-learning active-learning load-forecasting spatio-temporal-prediction data-selection remote-sensing machine-learning sampling
Language:Jupyter Notebook 9
tumeteor / neurips2019challenge
Solution for our Neurips 2019 challenge on traffic movie forecasting
deep-learning lstm-model spatio-temporal-prediction tensorflow video-prediction
Language:Python 9
SonghuaHu-UMD / MultiSTGraph
A Multi-graph Multi-head Adaptive Temporal Graph Convolutional Network
gcn multi-graph rnn spatio-temporal-prediction pytorch
Language:Python 8
dscheepens / Deep-RNN-for-extreme-wind-speed-prediction
Paper code for "Adapting a deep convolutional RNN model with imbalanced regression loss for improved spatio-temporal forecasting of extreme wind speed events in the short-to-medium range".
convlstm deep-learning forecasting pytorch spatio-temporal-prediction wind-speed-prediction imbalanced-regression loss-functions
Language:Jupyter Notebook 7
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
HowardZorn / ST-MAN
ST-MAN: Spatio-Temporal Multimodal Attention Network for Traffic Prediction (KSEM 2023)
spatio-temporal-prediction traffic-flow-prediction traffic-forecasting traffic-prediction traffic-speed-prediction
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
RongHuHu / HACA-Net
[under review] Official PyTorch Implementation of "Cross-modal Autoregressive Network based on History Aggregation for Trajectory Prediction".
deep-learning pytorch spatio-temporal-prediction trajectory-prediction multi-agent-forecasting nuscenes
Language:Python 4

spatio-temporal-prediction

ddz16 / TSFpaper

LibCity / Bigscity-LibCity

lixus7 / Time-Series-Works-Conferences

StanfordASL / Trajectron-plus-plus

wherobots / GeoTorchAI

TorchSpatiotemporal / tsl

aptx1231 / Traffic-Prediction-Open-Code-Summary

LibCity / Bigscity-LibCity-PaperList

BUAABIGSCity / PDFormer

LibCity / Bigscity-LibCity-Datasets

HKUDS / UrbanGPT

yoshall / GeoMAN

Echo-Ji / ST-SSL

snehasinghania / STResNet

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

Mouradost / STGM

gengdd / Awesome-Time-Series-Spatio-Temporal

HKUDS / GPT-ST

wengwenchao123 / DDGCRN

martinwhl / T-GCN-PyTorch

IntelligentSystemsLab / ST-EVCDP

BUAABIGSCity / KDDCUP2022

HKUDS / FlashST

HKUDS / GraphST

AmitRoy7781 / USTGCN

topazape / ST-ResNet

HKUDS / CL4ST

WooheonHong / StemGNN

ArsamAryandoust / DataSelectionMaps

tumeteor / neurips2019challenge

SonghuaHu-UMD / MultiSTGraph

dscheepens / Deep-RNN-for-extreme-wind-speed-prediction

BNN-UPC / Atom_Neural_Traffic_Compression

HowardZorn / ST-MAN

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

RongHuHu / HACA-Net