Multi-Step Traffic Speed Prediction Based on Ensemble Learning on an Urban Road Network

Multi-Step Traffic Speed Prediction Based on Ensemble Learning on an Urban Road Network

Short-term traffic speed prediction plays an important role in the field of Intelligent Transportation Systems (ITS). Usually, traffic speed forecasting can be divided into single-step-ahead and multi-step-ahead. Compared with the single-step method, multi-step prediction can provide more future tra...

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Bibliographic Details
Main Authors: Bin Feng, Jianmin Xu, Yonggang Zhang, Yongjie Lin
Format: Article
Language:English
Published: MDPI AG 2021-05-01
Series:Applied Sciences
Subjects:
traffic speed multi-step prediction
direct strategy
speed detrending
ensemble learning
Online Access:https://www.mdpi.com/2076-3417/11/10/4423

Internet

https://www.mdpi.com/2076-3417/11/10/4423

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