An Effective Imputation Method Using Data Enrichment for Missing Data of Loop Detectors in Intelligent Traffic Control Systems

An Effective Imputation Method Using Data Enrichment for Missing Data of Loop Detectors in Intelligent Traffic Control Systems

In intelligent traffic control systems, the features extracted by loop detectors are insufficient to accurately impute missing data. Most of the existing imputation methods use only these extracted features, which leads to the construction of data models that cannot fulfill the required accuracy. Th...

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Bibliographic Details
Main Authors: Payam Gouran, Mohammad H. Nadimi-Shahraki, Amir Masoud Rahmani, Seyedali Mirjalili
Format: Article
Language:English
Published: MDPI AG 2023-07-01
Series:Remote Sensing
Subjects:
intelligent traffic control system
intersection traffic
loop detector
missed-volume data
multi-class
imputation method
Online Access:https://www.mdpi.com/2072-4292/15/13/3374

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https://www.mdpi.com/2072-4292/15/13/3374

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