The application of XGBoost and SHAP to examining the factors in freight truck-related crashes: An exploratory analysis

•Spatial distribution of freight truck related crashes differs by injury severity.•In contrast with ZIP model, XGBoost model is used to test nonlinear relationships.•Demographics, land uses and road network matter in occurrence of those crashes.•SHAP method is employed to display details of nonlinea...

Ausführliche Beschreibung

Bibliographische Detailangaben

Veröffentlicht in:	Accident analysis and prevention Jg. 158; S. 106153
Hauptverfasser:	Yang, Chao, Chen, Mingyang, Yuan, Quan
Format:	Journal Article
Sprache:	Englisch
Veröffentlicht:	Elsevier Ltd 01.08.2021
Schlagworte:	Built environment Freight truck-related crashes Injury severity Shapley Additive exPlanations XGBoost Zero Inflated Poisson regression Built environment Freight truck-related crashes XGBoost Injury severity Shapley Additive exPlanations Zero Inflated Poisson regression
ISSN:	0001-4575, 1879-2057, 1879-2057
Online-Zugang:	Volltext
Tags:	Tag hinzufügen Keine Tags, Fügen Sie den ersten Tag hinzu!