Prediction of High-Speed Traffic Flow around City Based on BO-XGBoost Model

Prediction of High-Speed Traffic Flow around City Based on BO-XGBoost Model

The prediction of high-speed traffic flow around the city is affected by multiple factors, which have certain particularity and difficulty. This study devised an asymmetric Bayesian optimization extreme gradient boosting (BO-XGBoost) model based on Bayesian optimization for the spatiotemporal and mu...

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Bibliographic Details
Main Authors: Xin Lu, Cai Chen, RuiDan Gao, ZhenZhen Xing
Format: Article
Language:English
Published: MDPI AG 2023-07-01
Series:Symmetry
Subjects:
traffic flow prediction
spatiotemporal characteristics
XGBoost algorithm
bayesian optimization
Bi-LSTM
Online Access:https://www.mdpi.com/2073-8994/15/7/1453

Internet

https://www.mdpi.com/2073-8994/15/7/1453

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