How heterogeneity has been examined in transportation safety analysis: A review of latent class modeling applications

SH Kim - Analytic methods in accident research, 2023 - Elsevier
This study explores how heterogeneity has been examined in transportation safety
analyses, specifically focusing on latent class modeling, which has gained popularity and …

[HTML][HTML] Sustainable transportation in practice: A systematic quantitative review of case studies

S Shokoohyar, A Jafari Gorizi, V Ghomi, W Liang… - Sustainability, 2022 - mdpi.com
After the COVID-19 pandemic and the spectrum of new climate change disruptions in the
supply chain, a holistic approach towards sustainable transportation is needed. Sustainable …

Using latent class clustering and binary logistic regression to model Australian cyclist injury severity in motor vehicle–bicycle crashes

SA Samerei, K Aghabayk, N Shiwakoti… - Journal of safety …, 2021 - Elsevier
Abstract Introduction: In recent years, Australia is seeing an increase in the total number of
cyclists. However, the rise of serious injuries and fatalities to cyclists has been a major …

A deep generative approach for crash frequency model with heterogeneous imbalanced data

H Ding, Y Lu, NN Sze, T Chen, Y Guo, Q Lin - Analytic methods in accident …, 2022 - Elsevier
Crash frequency model is often subject to excessive zero observation because of the rare
nature of crashes. To address the problem of imbalanced crash data, a deep generative …

Investigation on the driver-victim pairs in pedestrian and bicyclist crashes by latent class clustering and random forest algorithm

C Zhu, CT Brown, B Dadashova, X Ye… - Accident Analysis & …, 2023 - Elsevier
Pedestrians and bicyclists from marginalized and underserved populations experienced
disproportionate fatalities and injury rates due to traffic crashes in the US. This disparity …

Identifying the heterogeneous effects of road characteristics on motorcycle-involved crash severities

S Wang, J Yu, J Ma - Travel behaviour and society, 2023 - Elsevier
This study identifies the heterogeneous effects of road characteristics on motorcycle-
involved crash severities by using the data of 11,611 crashes in London from 2017 to 2020 …

[HTML][HTML] Investigating the association between neighbourhood characteristics and e-scooter safety

S Heydari, M Forrest, J Preston - Sustainable Cities and Society, 2022 - Elsevier
The uptake of e-scooters as an alternative mode of travel has risen sharply in recent years;
however, their safety is less-understood compared to other modes of travel. For the first time …

[HTML][HTML] Effects of road network characteristics on bicycle safety: A multivariate Poisson-lognormal model

H Ding, NN Sze - Multimodal transportation, 2022 - Elsevier
Although cycling has benefits to environment and physical health, bicyclists are vulnerable
road users. Prior studies have identified the environment, traffic and road user factors that …

Vulnerable road users' crash hotspot identification on multi-lane arterial roads using estimated exposure and considering context classification

N Mahmoud, M Abdel-Aty, Q Cai, O Zheng - Accident Analysis & Prevention, 2021 - Elsevier
This research develops safety performance functions and identifies the crash hotspots
based on estimated vulnerable road users' exposure at intersections and along the roadway …

The influence of traffic-infrastructure factors on pedestrian accidents at the macro-level: The geographically weighted regression approach

M Pljakić, D Jovanović, B Matović - Journal of safety research, 2022 - Elsevier
Introduction: Walking is an active way of moving the population, but in recent years there
have been more pedestrian casualties in traffic, especially in developing countries such as …