On accommodating spatial dependence in bicycle and pedestrian injury counts by severity level

S Narayanamoorthy, R Paleti, CR Bhat - Transportation research part B …, 2013 - Elsevier
This paper proposes a new spatial multivariate count model to jointly analyze the traffic
crash-related counts of pedestrians and bicyclists by injury severity. The modeling …

A new spatial and flexible multivariate random-coefficients model for the analysis of pedestrian injury counts by severity level

CR Bhat, S Astroza, PS Lavieri - Analytic methods in accident research, 2017 - Elsevier
We propose in this paper a spatial random coefficients flexible multivariate count model to
examine, at the spatial level of a census tract, the number of pedestrian injuries by injury …

Macroscopic spatial analysis of pedestrian and bicycle crashes

C Siddiqui, M Abdel-Aty, K Choi - Accident Analysis & Prevention, 2012 - Elsevier
This study investigates the effect of spatial correlation using a Bayesian spatial framework to
model pedestrian and bicycle crashes in Traffic Analysis Zones (TAZs). Aggregate models …

Analysis of pedestrian and bicycle casualties with regional panel data

RB Noland, MA Quddus - Transportation research record, 2004 - journals.sagepub.com
An analysis is presented of pedestrian and bicycle casualties by using cross-sectional time
series data for the regions of Great Britain. A fixed-effect negative binomial model is used …

Spatial epidemiologic analysis of relative collision risk factors among urban bicyclists and pedestrians

EC Delmelle, JC Thill, HH Ha - Transportation, 2012 - Springer
Pedestrians and bicyclists are the victims of countless car crashes in US cities as well as
around the world. Yet, many dimensions of their involvement in crashes remain rather poorly …

Joint modeling of pedestrian and bicycle crashes: copula-based approach

T Nashad, S Yasmin, N Eluru, J Lee… - Transportation …, 2016 - journals.sagepub.com
This study contributes to the safety literature on active mode transportation safety by using a
copula-based model for crash frequency analysis at a macro level. Most studies in the …

Investigating the effect of spatial and mode correlations on active transportation safety modeling

A Osama, T Sayed - Analytic methods in accident research, 2017 - Elsevier
This paper describes the development of macro-level crash models for active modes of
transportation incorporating spatial and mode correlation effects. The models are based on …

Bicyclist injury severity in traffic crashes: A spatial approach for geo-referenced crash data to uncover non-stationary correlates

J Liu, AJ Khattak, X Li, Q Nie, Z Ling - Journal of safety research, 2020 - Elsevier
Introduction: Bicyclists are among vulnerable road users with their safety a key concern. This
study generates new knowledge about their safety by applying a spatial modeling approach …

Macro-level vulnerable road users crash analysis: A Bayesian joint modeling approach of frequency and proportion

Q Cai, M Abdel-Aty, J Lee - Accident Analysis & Prevention, 2017 - Elsevier
This study aims at contributing to the literature on pedestrian and bicyclist safety by building
on the conventional count regression models to explore exogenous factors affecting …

Macro-level pedestrian and bicycle crash analysis: Incorporating spatial spillover effects in dual state count models

Q Cai, J Lee, N Eluru, M Abdel-Aty - Accident Analysis & Prevention, 2016 - Elsevier
This study attempts to explore the viability of dual-state models (ie, zero-inflated and hurdle
models) for traffic analysis zones (TAZs) based pedestrian and bicycle crash frequency …