Freeway Short-Term Travel Time Prediction Based on LightGBM Algorithm

In order to realize the prediction of freeway travel time, a short-term travel time prediction model based on LightGBM (Light Gradient Boosting Machine) is proposed under the influence of weather factors, time period factors, and traffic factors. These factors are called as the features used for inc...

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Veröffentlicht in:	IOP conference series. Earth and environmental science 2021-02, Vol.638 (1), p.12029
Hauptverfasser:	Wang, Fujian, Cheng, Huiling, Dai, Hongliang, Han, Haihang
Format:	Artikel
Sprache:	eng
Schlagworte:	Accuracy Algorithms Decision trees Highways Model accuracy Optimization Prediction models Travel Travel time Vehicle identification Weather
Online-Zugang:	Volltext
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