Bayesian multivariate spatial models for roadway traffic crash mapping

By J. Song, Malay Ghosh, S. Miaou, Bani K. Mallick. 2006

172 citations recorded by the source corpus.

Subfields: Economics and Econometrics, Statistics and Probability

View Paper: https://www.semanticscholar.org/paper/a89bc630e19d51c9540e735f6af99c4762de688b

How researchers see this paper

The researchers whose trusted networks rank it highest, strongest advocate first. Every researcher gets a different order.

In Economics and Econometrics

1. Rajesh Paleti
2. Marisol Castro
3. D. Lord
4. Hsieh Chih-Wei
5. Shan Yu
6. Li Wang
7. Chandra R. Bhat
8. Yu-Chiun Chiou

In Statistics and Probability

1. Chandra R. Bhat
2. Li Wang
3. Lijian Yang
4. Rajesh Paleti
5. Guannan Wang
6. Shan Yu
7. Chenhui Liu
8. Marisol Castro

Citations in the corpus

• Estimation and Inference for Generalized Geoadditive Models (2020, methodology): “There have been a number of proposals for fitting the GAMs, for instance, the spline method of Stone (1986), Xue and Liang (2010), and Wang et al. (2011); the kernel method of Yu, Park, and Mammen (2008), Yang, Sperlich, and Härdle (2003), and Liang et al. (2008); and the two-stage methods of…”
• Incorporating spatial dependence in simultaneously modeling crash frequency and severity (2014, methodology): “Therefore, ignoring the impact of spatial dependence may results into inconsistent and inefficient parameter estimation under the multivariate models framework (Miaou and Song, 2005; Aguero-Valverde and Jovanis, 2006; Song et al., 2006).”
• Incorporating temporal correlation into a multivariate random parameters Tobit model for modeling crash rate by injury severity (2018, background): “Various multivariate count models have been developed to jointly analyze crash frequencies at different degrees of injury (Ma and Kockelman 2006; Song et al. 2006; Park and Lord 2007; Ma, Kockelman, and Damien 2008; El-Basyouny and Sayed 2009; Chiou and Fu 2013, 2015; Barua, El-Basyouny, and Islam…”
• Safety impacts of pavement surface roughness at two-lane and multi-lane highways: accounting for heterogeneity and seemingly unrelated correlation across crash severities (2019, background): “…use of random parameters) and also the correlation between the crash counts across the crash severity levels (Bijleveld 2005; Ma and Kockelman 2006; Song et al. 2006; Park and Lord 2007; Ma, Kockelman, and Damien 2008; Milton, Shankar, and Mannering 2008; Anastasopoulos and Mannering 2009, 2011;…”
• Multivariate Poisson-Lognormal Models for Jointly Modeling Crash Frequency by Severity (2007, background): “Notable exceptions include articles by Tunaru (13), Bijleveld (14), Miaou and Song (12), Song et al. ( 15 ), and Ma and Kockelman (16).”
• A latent variable representation of count data models to accommodate spatial and temporal dependence: application to predicting crash frequency at intersections (2011, background): “This is                                                              7 In the broader crash study literature, a similar approach to Mitra has been adopted by Aguero-Valverde and Jovanis (2006, 2010), Miaou et al. (2003) and Song et al. (2006).”