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...

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Bibliographic Details

Published in:	Accident analysis and prevention Vol. 158; p. 106153
Main Authors:	Yang, Chao, Chen, Mingyang, Yuan, Quan
Format:	Journal Article
Language:	English
Published:	Elsevier Ltd 01.08.2021
Subjects:	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 Access:	Get full text
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