The statistical analysis of crash-frequency data: A review and assessment of methodological alternatives

D Lord, F Mannering - Transportation research part A: policy and practice, 2010 - Elsevier
Gaining a better understanding of the factors that affect the likelihood of a vehicle crash has
been an area of research focus for many decades. However, in the absence of detailed …

Estimating safety by the empirical Bayes method: a tutorial

E Hauer, DW Harwood, FM Council… - Transportation …, 2002 - journals.sagepub.com
The empirical Bayes (EB) method addresses two problems of safety estimation: it increases
the precision of estimates beyond what is possible when one is limited to the use of a 2-to 3 …

Poisson, Poisson-gamma and zero-inflated regression models of motor vehicle crashes: balancing statistical fit and theory

D Lord, SP Washington, JN Ivan - Accident Analysis & Prevention, 2005 - Elsevier
There has been considerable research conducted over the last 20 years focused on
predicting motor vehicle crashes on transportation facilities. The range of statistical models …

[图书][B] The art of regression modeling in road safety

E Hauer - 2015 - Springer
This book has two objectives. The first is to teach how to fit a multivariable statistical model to
cross-sectional safety data using a simple spreadsheet. The second is to promote the …

A crash-prediction model for multilane roads

C Caliendo, M Guida, A Parisi - Accident Analysis & Prevention, 2007 - Elsevier
Considerable research has been carried out in recent years to establish relationships
between crashes and traffic flow, geometric infrastructure characteristics and environmental …

A multivariate Poisson-lognormal regression model for prediction of crash counts by severity, using Bayesian methods

J Ma, KM Kockelman, P Damien - Accident Analysis & Prevention, 2008 - Elsevier
Numerous efforts have been devoted to investigating crash occurrence as related to
roadway design features, environmental factors and traffic conditions. However, most of the …

Predicting motor vehicle crashes using support vector machine models

X Li, D Lord, Y Zhang, Y Xie - Accident Analysis & Prevention, 2008 - Elsevier
Crash prediction models have been very popular in highway safety analyses. However, in
highway safety research, the prediction of outcomes is seldom, if ever, the only research …

Further notes on the application of zero-inflated models in highway safety

D Lord, S Washington, JN Ivan - Accident Analysis & Prevention, 2007 - Elsevier
The intent of this note is to succinctly articulate additional points that were not provided in the
original paper (Lord et al., 2005) and to help clarify a collective reluctance to adopt zero …

Estimation of rear-end vehicle crash frequencies in urban road tunnels

Q Meng, X Qu - Accident Analysis & Prevention, 2012 - Elsevier
According to The Handbook of Tunnel Fire Safety, over 90%(55 out of 61 cases) of fires in
road tunnels are caused by vehicle crashes (especially rear-end crashes). It is thus …

Statistical road safety modeling

E Hauer - Transportation Research Record, 2004 - journals.sagepub.com
The hope is that statistical models fitted to historical data can be used to estimate the effect
of road design elements on safety. Whether this can be done is not clear. A sign of trouble is …