spatio-temporal-prediction

Here are 26 public repositories matching this topic...

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 Jul 7, 2022
Jupyter Notebook

LibCity / Bigscity-LibCity

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LibCity: An Open Library for Urban Spatio-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 Dec 8, 2022
Python

DataSystemsLab / GeoTorch

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GeoTorch: A Spatiotemporal Deep Learning Framework

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 Dec 9, 2022
Python

lixus7 / Time-Series-Works-Conferences

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Time-Series Work Summary in CS Top Conferences (NIPS, ICML, ICLR, KDD, AAAI, 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 Dec 7, 2022

yoshall / GeoMAN

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Tensorflow Implementation of GeoMAN, IJCAI-18

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

Updated Apr 30, 2019
Python

aptx1231 / Traffic-Prediction-Open-Code-Summary

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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

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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 Dec 6, 2021

snehasinghania / STResNet

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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

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

Updated Nov 19, 2022
Python

martinwhl / T-GCN-PyTorch

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A PyTorch implementation of T-GCN

deep-learning pytorch spatio-temporal-prediction traffic-flow-prediction traffic-flow-forecasting pytorch-lightning

Updated Mar 14, 2022
Python

AmitRoy7781 / USTGCN

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[IJCNN 2021] Unified Spatio-Temporal Modeling for Traffic Forecasting using Graph Neural Network

spatio-temporal-prediction graph-convolution graph-neural-network traffic-forecasting

Updated Oct 2, 2021
Python

BUAABIGSCity / KDDCUP2022

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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 mtgnn agcrn kddcup2022

Updated Nov 16, 2022
Python

ArsamAryandoust / DataSelectionMaps

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Enhanced spatio-temporal electric load forecasts with less data using active deep learning

deep-learning remote-sensing active-learning data-selection spatio-temporal-prediction load-forecasting

Updated Nov 20, 2022
Jupyter Notebook

WooheonHong / StemGNN

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Reproduce - Traffic_prediction - StemGNN(NeurIPS20)

traffic-prediction spatio-temporal-prediction time-series-forecasting

Updated Feb 5, 2022
Python

Alex4AI / Spatiotemporal-PM10-concentration-prediction

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Multivariate Time Series Forecasting Project

machine-learning exploratory-data-analysis feature-engineering spatio-temporal-prediction

Updated May 13, 2019
Jupyter Notebook

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

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"Evaluation procedures for forecasting with spatio-temporal data" -- ECML 2018

evaluation cross-validation regression forecasting spatio-temporal spatio-temporal-analysis evaluation-framework spatio-temporal-data spatio-temporal-prediction

Updated Apr 6, 2021
R

zhou100 / Panel-Data-Cross-Validation

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code repo for "Performance evaluation for forecasting modeling with spatiotemporal structures in data"

cross-validation monte-carlo-simulation panel-data deforestation spatio-temporal-prediction

Updated Mar 12, 2020
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romnn / rail-stgcnn

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Using recurrent Spatio-Temporal Graph Convolutional Neural Networks to improve ETA predictions of cargo railway transportation.

machine-learning neural-networks railway spatio-temporal-prediction

Updated Jul 18, 2020
Python

jonasmmiguel / wind-stf

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Review, implementation, and comparison of several spatio-temporal forecasting approaches in a use case of wind power generation in Germany. We consider statistical, machine learning, and hybrid methods.

machine-learning statistical-learning spatio-temporal-analysis spatio-temporal-prediction