Crash data augmentation using variational autoencoder

•In this paper, we present a data augmentation technique to reproduce crash data.•Variational Autoencoder (VAE) was used to generate millions of crash samples from only a limited number of training data.•The generated data was compared to real data from different statistical standpoints and similari...

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Bibliographic Details

Published in:	Accident analysis and prevention Vol. 151; p. 105950
Main Authors:	Islam, Zubayer, Abdel-Aty, Mohamed, Cai, Qing, Yuan, Jinghui
Format:	Journal Article
Language:	English
Published:	England Elsevier Ltd 01.03.2021
Subjects:	Crash prediction Data augmentation Variational autoencoder Variational autoencoder Crash prediction Data augmentation
ISSN:	0001-4575, 1879-2057, 1879-2057
Online Access:	Get full text
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