A Missing Traffic Data Imputation Method Based on a Diffusion Convolutional Neural Network–Generative Adversarial Network

A Missing Traffic Data Imputation Method Based on a Diffusion Convolutional Neural Network–Generative Adversarial Network

Traffic state data are key to the proper operation of intelligent transportation systems (ITS). However, traffic detectors often receive environmental factors that cause missing values in the collected traffic state data. Therefore, aiming at the above problem, a method for imputing missing traffic...

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Bibliographic Details
Main Authors: Chenchen Zhang, Lei Zhou, Xuemei Xiao, Dongwei Xu
Format: Article
Language:English
Published: MDPI AG 2023-12-01
Series:Sensors
Subjects:
graph embedding
deepwalk
generative adversarial network
diffusion convolutional neural networks
data imputation
Online Access:https://www.mdpi.com/1424-8220/23/23/9601

Internet

https://www.mdpi.com/1424-8220/23/23/9601

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