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spatio-temporal-prediction

Here are 56 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

Updated Dec 3, 2024

LibCity / Bigscity-LibCity

LibCity: An Open Library for Urban Spatial-temporal Data Mining

deep-learning toolkit traffic eta map-matching representation-learning on-demand-service spatio-temporal traffic-prediction trajectory-prediction time-series-prediction spatio-temporal-prediction traffic-flow-prediction pytorch-implementation od-matrix traffic-forecasting estimated-time-of-arrival traffic-accident-prediction traffic-speed-prediction libcity

Updated Nov 21, 2024
Python

lixus7 / Time-Series-Works-Conferences

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

Updated Sep 16, 2024

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 autonomous-vehicles human-robot-interaction spatio-temporal-prediction human-trajectory-prediction nuscenes

Updated Aug 17, 2023
Jupyter Notebook

GeoTorchAI

wherobots / GeoTorchAI

GeoTorchAI: A Framework for Training and Using Spatiotemporal Deep Learning Models at Scale

deep-neural-networks deep-learning raster-data spatial-data-analysis prediction-model spatio-temporal-analysis sequence-models satellite-images spatio-temporal-prediction classification-model segmentation-models st-resnet spatio-temporal-models convlstm-pytorch deepsat satellite-classification

Updated Oct 22, 2023
Jupyter Notebook

HKUDS / UrbanGPT

[KDD'2024] "UrbanGPT: Spatio-Temporal Large Language Models"

smart-cities spatio-temporal-prediction urban-data-science urban-computing pre-trained-model large-language-models instruction-tuning fundation-models

Updated Nov 11, 2024
Python

tsl

TorchSpatiotemporal / tsl

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

Updated Nov 27, 2024
Python

aptx1231 / Traffic-Prediction-Open-Code-Summary

Summary of open source code for deep learning models in the field of traffic prediction

open-source deep-learning traffic on-demand on-demand-service spatio-temporal graph-convolutional-networks traffic-prediction trajectory-prediction time-series-prediction spatio-temporal-prediction traffic-flow-prediction graph-neural-networks paper-list estimated-time-of-arrival traffic-accident-prediction open-code traffic-speed-prediction travel-time-prediction libcity

Updated Nov 17, 2022

LibCity / Bigscity-LibCity-PaperList

Paper list in traffic prediction field

deep-learning map-matching network-embedding spatio-temporal traffic-prediction spatio-temporal-prediction graph-neural-networks paper-list traffic-forecasting estimated-time-of-arrival libcity

Updated Jul 6, 2024

BUAABIGSCity / PDFormer

[AAAI2023] A PyTorch implementation of PDFormer: Propagation Delay-aware Dynamic Long-range Transformer for Traffic Flow Prediction.

dtw transformer traffic-prediction spatio-temporal-prediction self-attention traffic-flow-prediction kshape graph-transformer multivariate-time-series-prediction aaai2023

Updated Oct 13, 2023
Python

LibCity / Bigscity-LibCity-Datasets

Traffic data processing tools in LibCity

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

Updated Jun 22, 2023
Python

Echo-Ji / ST-SSL

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

Updated Nov 18, 2024
Python

yoshall / GeoMAN

Tensorflow Implementation of GeoMAN, IJCAI-18

environment deep-learning attention-mechanism spatio-temporal-prediction

Updated Apr 30, 2019
Python

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

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

Updated Jul 2, 2024

snehasinghania / STResNet

A TensorFlow Implementation of Deep Spatio-Temporal Residual Networks (ST-ResNet): https://arxiv.org/abs/1610.00081

deep-learning tensorflow spatio-temporal-prediction

Updated Sep 30, 2021
Python

Mouradost / STGM

STGM: Spatio-Temporal Graph Mixformer for Traffic Forecasting

attention-mechanism spatio-temporal-prediction traffic-forecasting gnn-model

Updated Oct 15, 2023
Jupyter Notebook

gengdd / Awesome-Time-Series-Spatio-Temporal

Awesome Time-Series and Spatio-Temporal Related

awesome time-series representation-learning trajectory spatio-temporal spatio-temporal-prediction time-series-forecasting time-series-anomaly-detection roadnetwork

Updated Sep 7, 2023

IntelligentSystemsLab / ST-EVCDP

A real-world dataset for EV-related research, e.g., spatiotemporal prediction and urban energy management.

data-mining spatio-temporal-prediction graph-learning eletric-vehicle

Updated Oct 24, 2024
Python

HKUDS / OpenCity

"OpenCity: Open Spatio-Temporal Foundation Models for Traffic Prediction"

large-models smart-cities spatio-temporal-prediction urban-computing fundation-models

Updated Sep 1, 2024
Python

HKUDS / GPT-ST

[NeurIPS'2023] "GPT-ST: Generative Pre-Training of Spatio-Temporal Graph Neural Networks"

generative-model spatio-temporal-prediction urban-computing graph-neural-networks pre-trained-model

Updated Jun 10, 2024
Python

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