A hybrid approach of random forest and random parameters logit model of injury severity modeling of vulnerable road users involved crashes
Z Sun, D Wang, X Gu, M Abdel-Aty, Y Xing… - Accident Analysis & …, 2023 - Elsevier
Vulnerable road users (VRUs) involved crashes are a major road safety concern due to the
high likelihood of fatal and severe injury. The use of data-driven methods and heterogeneity …
high likelihood of fatal and severe injury. The use of data-driven methods and heterogeneity …
A Bayesian spatial Poisson-lognormal model to examine pedestrian crash severity at signalized intersections
Reducing nonmotorized crashes requires a profound understanding of the causes and
consequences of the crashes at the facility level. Generally, existing literature on bicyclists …
consequences of the crashes at the facility level. Generally, existing literature on bicyclists …
Exploring injury severity of vulnerable road user involved crashes across seasons: A hybrid method integrating random parameter logit model and Bayesian network
Z Sun, Y Xing, J Wang, X Gu, H Lu, Y Chen - Safety science, 2022 - Elsevier
Recently, vulnerable road user to motor vehicle (VRU-MV) crashes have been the focus of
much attention. Data from Shenyang, China were used for crashes analysis and significant …
much attention. Data from Shenyang, China were used for crashes analysis and significant …
A systematic approach to macro-level safety assessment and contributing factors analysis considering traffic crashes and violations
X Wang, X Zhang, Y Pei - Accident Analysis & Prevention, 2024 - Elsevier
During rapid urbanization and increase in motorization, it becomes particularly important to
understand the relationships between traffic safety and risk factors in order to provide …
understand the relationships between traffic safety and risk factors in order to provide …
Macro-level accident modeling in Novi Sad: A spatial regression approach
In this study, a macroscopic analysis was conducted in order to identify the factors which
have an effect on traffic accidents in traffic analysis zones. The factors that impact accidents …
have an effect on traffic accidents in traffic analysis zones. The factors that impact accidents …
[HTML][HTML] Uncertainty matters: Bayesian modeling of bicycle crashes with incomplete exposure data
Background One major challenge faced by neighborhood-level bicycle safety analysis is the
lack of complete and reliable exposure data for the entire area under investigation. Although …
lack of complete and reliable exposure data for the entire area under investigation. Although …
A composite zonal index for biking attractiveness and safety
Zonal characteristics (eg built environment, network configuration, socio-demographics, and
land use) have been shown to affect biking attractiveness and safety. However, previously …
land use) have been shown to affect biking attractiveness and safety. However, previously …
Exploring injury severity of bicycle-motor vehicle crashes: A two-stage approach integrating latent class analysis and random parameter logit model
Z Sun, Y Xing, J Wang, X Gu, H Lu… - Journal of Transportation …, 2022 - Taylor & Francis
Bicycle–motor vehicle (BMV) crashes have been identified as a major type of traffic accident
affecting transportation safety. In order to determine the characteristics of BMV crashes in …
affecting transportation safety. In order to determine the characteristics of BMV crashes in …
Critical factors analysis of severe traffic accidents based on Bayesian network in China
H Chen, Y Zhao, X Ma - Journal of advanced transportation, 2020 - Wiley Online Library
The purpose of this study is to minimize the negative influences of the severe traffic
accidents in China by profoundly analyzing the complex coupling relations among accident …
accidents in China by profoundly analyzing the complex coupling relations among accident …
The impact of bike network indicators on bike kilometers traveled and bike safety: A network theory approach
There has been recent interest in the use of network analysis to quantify bike network
features and their impact on biking levels and safety. However, limited bike network …
features and their impact on biking levels and safety. However, limited bike network …