article Open AccessTop 1% cited
Toward safer highways, application of XGBoost and SHAP for real-time accident detection and feature analysis
Accident Analysis & Prevention · 2019 · Vol. 136 · pp. 105405–105405
Amir Bahador Parsa✉(University of Illinois Chicago)Ali Movahedi(University of Illinois Chicago)Homa Taghipour(University of Illinois Chicago)Sybil Derrible(University of Illinois Chicago)Abolfazl Mohammadian(University of Illinois Chicago)
Traffic Prediction and Management TechniquesTraffic and Road SafetyInfrastructure Maintenance and MonitoringSAFERTransport engineeringMetropolitan areaComputer scienceFeature (linguistics)Poison controlALARMEngineeringGeographyComputer security
MeSH terms
Accidents, TrafficMachine LearningBuilt EnvironmentChicagoHumansWeatherModels, StatisticalSpatial Analysis
Funding
- National Science Foundation
- Illinois Department of Transportation
Citations
951
FWCI
45.61
field-weighted impact
References
79
Percentile
100%
vs. same field & year
Citations per year
References
Greedy function approximation: A gradient boosting machine.
The Annals of Statistics · 2001 · 27,794 citations
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