Missing Traffic Data Imputation with a Linear Generative Model Based on Probabilistic Principal Component Analysis

Even with the ubiquitous sensing data in intelligent transportation systems, such as the mobile sensing of vehicle trajectories, traffic estimation is still faced with the data missing problem due to the detector faults or limited number of probe vehicles as mobile sensors. Such data missing issue p...

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Bibliographic Details
Main Authors: Liping Huang, Zhenghuan Li, Ruikang Luo, Rong Su
Format: Article
Language:English
Published: MDPI AG 2022-12-01
Series:Sensors
Subjects:
Online Access:https://www.mdpi.com/1424-8220/23/1/204