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

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  1. Yan Kuang & Xiaobo Qu & Yadan Yan, 2017. "Will higher traffic flow lead to more traffic conflicts? A crash surrogate metric based analysis," PLOS ONE, Public Library of Science, vol. 12(8), pages 1-11, August.
  2. Najaf, Pooya & Thill, Jean-Claude & Zhang, Wenjia & Fields, Milton Greg, 2018. "City-level urban form and traffic safety: A structural equation modeling analysis of direct and indirect effects," Journal of Transport Geography, Elsevier, vol. 69(C), pages 257-270.
  3. Buddhavarapu, Prasad & Bansal, Prateek & Prozzi, Jorge A., 2021. "A new spatial count data model with time-varying parameters," Transportation Research Part B: Methodological, Elsevier, vol. 150(C), pages 566-586.
  4. Darren Shannon & Grigorios Fountas, 2022. "Amending the Heston Stochastic Volatility Model to Forecast Local Motor Vehicle Crash Rates: A Case Study of Washington, D.C," Papers 2203.01729, arXiv.org.
  5. Jinliang Xu & Miao Jia & Chao Gao & Wenzhen Lv, 2023. "Limited Response of Curve Safety Level to Friction Factor and Superelevation Variation under Repeated Traffic Loads," Sustainability, MDPI, vol. 15(24), pages 1-17, December.
  6. Spasoje Mićić & Radoje Vujadinović & Goran Amidžić & Milanko Damjanović & Boško Matović, 2022. "Accident Frequency Prediction Model for Flat Rural Roads in Serbia," Sustainability, MDPI, vol. 14(13), pages 1-14, June.
  7. Yan Kuang & Xiaobo Qu & Jinxian Weng & Amir Etemad-Shahidi, 2015. "How Does the Driver’s Perception Reaction Time Affect the Performances of Crash Surrogate Measures?," PLOS ONE, Public Library of Science, vol. 10(9), pages 1-13, September.
  8. Ioannis Karamanlis & Alexandros Kokkalis & Vassilios Profillidis & George Botzoris & Chairi Kiourt & Vasileios Sevetlidis & George Pavlidis, 2023. "Deep Learning-Based Black Spot Identification on Greek Road Networks," Data, MDPI, vol. 8(6), pages 1-27, June.
  9. Yuanyuan Zhang & Yuming Zhang, 2018. "Associations between Public Transit Usage and Bikesharing Behaviors in The United States," Sustainability, MDPI, vol. 10(6), pages 1-20, June.
  10. Yang, Yang & He, Kun & Wang, Yun-peng & Yuan, Zhen-zhou & Yin, Yong-hao & Guo, Man-ze, 2022. "Identification of dynamic traffic crash risk for cross-area freeways based on statistical and machine learning methods," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 595(C).
  11. Sabreena Anowar & Naveen Eluru & Luis F. Miranda-Moreno, 2014. "Alternative Modeling Approaches Used for Examining Automobile Ownership: A Comprehensive Review," Transport Reviews, Taylor & Francis Journals, vol. 34(4), pages 441-473, July.
  12. Feng Chen & Suren Chen & Xiaoxiang Ma, 2016. "Crash Frequency Modeling Using Real-Time Environmental and Traffic Data and Unbalanced Panel Data Models," IJERPH, MDPI, vol. 13(6), pages 1-16, June.
  13. Khondoker Billah & Qasim Adegbite & Hatim O. Sharif & Samer Dessouky & Lauren Simcic, 2021. "Analysis of Intersection Traffic Safety in the City of San Antonio, 2013–2017," Sustainability, MDPI, vol. 13(9), pages 1-18, May.
  14. Xuecai Xu & S C Wong & Feng Zhu & Xin Pei & Helai Huang & Youjun Liu, 2017. "A Heckman selection model for the safety analysis of signalized intersections," PLOS ONE, Public Library of Science, vol. 12(7), pages 1-16, July.
  15. Dong, Chunjiao & Nambisan, Shashi S. & Richards, Stephen H. & Ma, Zhuanglin, 2015. "Assessment of the effects of highway geometric design features on the frequency of truck involved crashes using bivariate regression," Transportation Research Part A: Policy and Practice, Elsevier, vol. 75(C), pages 30-41.
  16. Gao, Lu & Lu, Pan & Ren, Yihao, 2021. "A deep learning approach for imbalanced crash data in predicting highway-rail grade crossings accidents," Reliability Engineering and System Safety, Elsevier, vol. 216(C).
  17. Noland, Robert B., 2013. "From theory to practice in road safety policy: Understanding risk versus mobility," Research in Transportation Economics, Elsevier, vol. 43(1), pages 71-84.
  18. Buckley, Cathal & Howley, Peter & Jordan, Phil, 2015. "The role of differing farming motivations on the adoption of nutrient management practices," International Journal of Agricultural Management, Institute of Agricultural Management, vol. 4(4), July.
  19. Bhowmik, Tanmoy & Yasmin, Shamsunnahar & Eluru, Naveen, 2021. "A New Econometric Approach for Modeling Several Count Variables: A Case Study of Crash Frequency Analysis by Crash Type and Severity," Transportation Research Part B: Methodological, Elsevier, vol. 153(C), pages 172-203.
  20. Haghani, Milad & Bliemer, Michiel C.J. & Hensher, David A., 2021. "The landscape of econometric discrete choice modelling research," Journal of choice modelling, Elsevier, vol. 40(C).
  21. Oster, Clinton V. & Strong, John S., 2013. "Analyzing road safety in the United States," Research in Transportation Economics, Elsevier, vol. 43(1), pages 98-111.
  22. Md Rakibul Islam & Mohamed Abdel-Aty & Zubayer Islam & Shile Zhang, 2022. "Risk-Compensation Trends in Road Safety during COVID-19," Sustainability, MDPI, vol. 14(9), pages 1-17, April.
  23. Abay, Kibrom A. & Paleti, Rajesh & Bhat, Chandra R., 2013. "The joint analysis of injury severity of drivers in two-vehicle crashes accommodating seat belt use endogeneity," Transportation Research Part B: Methodological, Elsevier, vol. 50(C), pages 74-89.
  24. Yuanyuan Zhang & Yuming Zhang, 2018. "Examining the Relationship between Household Vehicle Ownership and Ridesharing Behaviors in the United States," Sustainability, MDPI, vol. 10(8), pages 1-24, August.
  25. Lee, Jaeyoung & Abdel-Aty, Mohamed & Jiang, Ximiao, 2014. "Development of zone system for macro-level traffic safety analysis," Journal of Transport Geography, Elsevier, vol. 38(C), pages 13-21.
  26. Jibiao Zhou & Xinhua Mao & Yiting Wang & Minjie Zhang & Sheng Dong, 2019. "Risk Assessment in Urban Large-Scale Public Spaces Using Dempster-Shafer Theory: An Empirical Study in Ningbo, China," IJERPH, MDPI, vol. 16(16), pages 1-28, August.
  27. Samyajit Basu & Chiara Ferrante & Maria Rosaria De Blasiis, 2022. "Influence of Intersection Density on Risk Perception of Drivers in Rural Roadways: A Driving Simulator Study," Sustainability, MDPI, vol. 14(13), pages 1-15, June.
  28. Cai, Qing & Abdel-Aty, Mohamed & Sun, Yangyang & Lee, Jaeyoung & Yuan, Jinghui, 2019. "Applying a deep learning approach for transportation safety planning by using high-resolution transportation and land use data," Transportation Research Part A: Policy and Practice, Elsevier, vol. 127(C), pages 71-85.
  29. Mubarak Alrumaidhi & Hesham A. Rakha, 2022. "Factors Affecting Crash Severity among Elderly Drivers: A Multilevel Ordinal Logistic Regression Approach," Sustainability, MDPI, vol. 14(18), pages 1-12, September.
  30. Chunjiao Dong & Kun Xie & Xubin Sun & Miaomiao Lyu & Hao Yue, 2019. "Roadway traffic crash prediction using a state-space model based support vector regression approach," PLOS ONE, Public Library of Science, vol. 14(4), pages 1-20, April.
  31. Sai Chand & Emily Moylan & S. Travis Waller & Vinayak Dixit, 2020. "Analysis of Vehicle Breakdown Frequency: A Case Study of New South Wales, Australia," Sustainability, MDPI, vol. 12(19), pages 1-14, October.
  32. Jie Yan & Sheng Zeng & Bijiang Tian & Yuanwen Cao & Wenchen Yang & Feng Zhu, 2023. "Relationship between Highway Geometric Characteristics and Accident Risk: A Multilayer Perceptron Model (MLP) Approach," Sustainability, MDPI, vol. 15(3), pages 1-15, January.
  33. Kim, Sung Hoo & Mokhtarian, Patricia L., 2023. "Finite mixture (or latent class) modeling in transportation: Trends, usage, potential, and future directions," Transportation Research Part B: Methodological, Elsevier, vol. 172(C), pages 134-173.
  34. Bo Yang & Yao Wu & Weihua Zhang & Jie Bao, 2020. "Modeling Collision Probability on Freeway: Accounting for Different Types and Severities in Various LOS," Sustainability, MDPI, vol. 12(18), pages 1-13, September.
  35. Bae, Bumjoon & Seo, Changbeom, 2022. "Do public-private partnerships help improve road safety? Finding empirical evidence using panel data models," Transport Policy, Elsevier, vol. 126(C), pages 336-342.
  36. Serban RAICU & Dorinela COSTESCU & Stefan BURCIU & Florin RUSCA & Mircea ROSCA, 2016. "Road Accident Estimation Model In Urban Areas," Transport Problems, Silesian University of Technology, Faculty of Transport, vol. 11(3), pages 33-42, September.
  37. Milhan Moomen & Amirarsalan Mehrara Molan & Khaled Ksaibati, 2023. "A Random Parameters Multinomial Logit Model Analysis of Median Barrier Crash Injury Severity on Wyoming Interstates," Sustainability, MDPI, vol. 15(14), pages 1-17, July.
  38. Mothafer, Ghasak I.M.A. & Yamamoto, Toshiyuki & Shankar, Venkataraman N., 2018. "A multivariate heterogeneous-dispersion count model for asymmetric interdependent freeway crash types," Transportation Research Part B: Methodological, Elsevier, vol. 108(C), pages 84-105.
  39. Susana García-Herrero & Juan Diego Febres & Wafa Boulagouas & José Manuel Gutiérrez & Miguel Ángel Mariscal Saldaña, 2021. "Assessment of the Influence of Technology-Based Distracted Driving on Drivers’ Infractions and Their Subsequent Impact on Traffic Accidents Severity," IJERPH, MDPI, vol. 18(13), pages 1-15, July.
  40. Yookyung Boo & Youngjin Choi, 2021. "Comparison of Prediction Models for Mortality Related to Injuries from Road Traffic Accidents after Correcting for Undersampling," IJERPH, MDPI, vol. 18(11), pages 1-14, May.
  41. Cheng, Wen & Gill, Gurdiljot Singh & Sakrani, Taha & Ralls, Dennis & Jia, Xudong, 2018. "Modeling the endogeneity of lane-mean speeds and lane-speed deviations using a Bayesian structural equations approach with spatial correlation," Transportation Research Part A: Policy and Practice, Elsevier, vol. 116(C), pages 220-231.
  42. Khaleghei Ghosheh Balagh, Akram & Naderkhani, Farnoosh & Makis, Viliam, 2014. "Highway Accident Modeling and Forecasting in Winter," Transportation Research Part A: Policy and Practice, Elsevier, vol. 59(C), pages 384-396.
  43. Bumjoon Bae & Changju Lee & Tae-Young Pak & Sunghoon Lee, 2021. "Identifying Temporal Aggregation Effect on Crash-Frequency Modeling," Sustainability, MDPI, vol. 13(11), pages 1-10, May.
  44. Zhepu Xu & Dashan Chen, 2022. "Detection Method for All Types of Traffic Conflicts in Work Zones," Sustainability, MDPI, vol. 14(21), pages 1-21, October.
  45. Gao, Xing & Meng, Jing & Ling, Yantao & Liao, Maolin & Cao, Mengqiu, 2022. "Localisation economies, intellectual property rights protection and entrepreneurship in China: A Bayesian analysis of multi-level spatial correlation," Structural Change and Economic Dynamics, Elsevier, vol. 61(C), pages 156-165.
  46. Gillen, David & Hasheminia, Hamed, 2013. "Estimating the demand responses for different sizes of air passenger groups," Transportation Research Part B: Methodological, Elsevier, vol. 49(C), pages 24-38.
  47. Guest, Maya & Boggess, May M. & Duke, Janine M., 2014. "Age related annual crash incidence rate ratios in professional drivers of heavy goods vehicles," Transportation Research Part A: Policy and Practice, Elsevier, vol. 65(C), pages 1-8.
  48. Kojiro Matsuo & Kosuke Miyazaki & Nao Sugiki, 2022. "A Method for Locational Risk Estimation of Vehicle–Children Accidents Considering Children’s Travel Purposes," IJERPH, MDPI, vol. 19(21), pages 1-16, October.
  49. Navarro-Moreno, José & de Oña, Juan & Calvo-Poyo, Francisco, 2023. "How do road infrastructure investments affect Powered Two-Wheelers crash risk?," Transport Policy, Elsevier, vol. 138(C), pages 60-73.
  50. Xu, Xuecai & Huang, Dong & Guo, Fengjun, 2020. "Addressing spatial heterogeneity of injury severity using Bayesian multilevel ordered probit model," Research in Transportation Economics, Elsevier, vol. 80(C).
  51. María Flor & Armando Ortuño & Begoña Guirao, 2022. "Does the Implementation of Ride-Hailing Services Affect Urban Road Safety? The Experience of Madrid," IJERPH, MDPI, vol. 19(5), pages 1-18, March.
  52. Hana Naghawi, 2018. "Negative Binomial Regression Model for Road Crash Severity Prediction," Modern Applied Science, Canadian Center of Science and Education, vol. 12(4), pages 1-38, April.
  53. Yan, Ying & Zhang, Ying & Yang, Xiangli & Hu, Jin & Tang, Jinjun & Guo, Zhongyin, 2020. "Crash prediction based on random effect negative binomial model considering data heterogeneity," Physica A: Statistical Mechanics and its Applications, Elsevier, vol. 547(C).
  54. Mishra, Sabyasachee & Golias, Mihalis M. & Sharma, Sushant & Boyles, Stephen D., 2015. "Optimal funding allocation strategies for safety improvements on urban intersections," Transportation Research Part A: Policy and Practice, Elsevier, vol. 75(C), pages 113-133.
  55. Svetlana BAČKALIĆ & Dragan JOVANOVIĆ & Todor BAČKALIĆ & Boško MATOVIĆ & Miloš PLJAKIĆ, 2019. "The Application Of Reliability Reallocation Model In Traffic Safety Analysis On Rural Roads," Transport Problems, Silesian University of Technology, Faculty of Transport, vol. 14(1), pages 115-125, April.
  56. Pal, Debdatta & Mitra, Subrata K., 2016. "An application of the directional distance function with the number of accidents as an undesirable output to measure the technical efficiency of state road transport in India," Transportation Research Part A: Policy and Practice, Elsevier, vol. 93(C), pages 1-12.
  57. Metz-Peeters, Maike, 2023. "The Effects of Mandatory Speed Limits on Crash Frequency - A Causal Machine Learning Approach," Ruhr Economic Papers 982, RWI - Leibniz-Institut für Wirtschaftsforschung, Ruhr-University Bochum, TU Dortmund University, University of Duisburg-Essen, revised 2023.
  58. Bíl, Michal & Andrášik, Richard & Sedoník, Jiří, 2019. "Which curves are dangerous? A network-wide analysis of traffic crash and infrastructure data," Transportation Research Part A: Policy and Practice, Elsevier, vol. 120(C), pages 252-260.
  59. Dulebenets, Maxim A. & Abioye, Olumide F. & Ozguven, Eren Erman & Moses, Ren & Boot, Walter R. & Sando, Thobias, 2019. "Development of statistical models for improving efficiency of emergency evacuation in areas with vulnerable population," Reliability Engineering and System Safety, Elsevier, vol. 182(C), pages 233-249.
  60. Abdel-Aty, Mohamed & Lee, Jaeyoung & Siddiqui, Chowdhury & Choi, Keechoo, 2013. "Geographical unit based analysis in the context of transportation safety planning," Transportation Research Part A: Policy and Practice, Elsevier, vol. 49(C), pages 62-75.
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  63. Muhan Lv & Ningcheng Wang & Shenjun Yao & Jianping Wu & Lei Fang, 2021. "Towards Healthy Aging: Influence of the Built Environment on Elderly Pedestrian Safety at the Micro-Level," IJERPH, MDPI, vol. 18(18), pages 1-14, September.
  64. Dhulipala, Sowjanya & Patil, Gopal R., 2020. "Freight production of agricultural commodities in India using multiple linear regression and generalized additive modelling," Transport Policy, Elsevier, vol. 97(C), pages 245-258.
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  72. Hwachyi Wang & S. K. Jason Chang & Hans De Backer & Dirk Lauwers & Philippe De Maeyer, 2019. "Integrating Spatial and Temporal Approaches for Explaining Bicycle Crashes in High-Risk Areas in Antwerp (Belgium)," Sustainability, MDPI, vol. 11(13), pages 1-28, July.
  73. Woo, Su-Han & Pettit, Stephen J. & Kwak, Dong-Wook & Beresford, Anthony K.C., 2011. "Seaport research: A structured literature review on methodological issues since the 1980s," Transportation Research Part A: Policy and Practice, Elsevier, vol. 45(7), pages 667-685, August.
  74. Alfonso Montella & Vittorio Marzano & Filomena Mauriello & Roberta Vitillo & Roberto Fasanelli & Mariano Pernetti & Francesco Galante, 2019. "Development of Macro-Level Safety Performance Functions in the City of Naples," Sustainability, MDPI, vol. 11(7), pages 1-21, March.
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  107. Ryder, Benjamin & Dahlinger, Andre & Gahr, Bernhard & Zundritsch, Peter & Wortmann, Felix & Fleisch, Elgar, 2019. "Spatial prediction of traffic accidents with critical driving events – Insights from a nationwide field study," Transportation Research Part A: Policy and Practice, Elsevier, vol. 124(C), pages 611-626.
  108. Sai Chand & Zhuolin Li & Abdulmajeed Alsultan & Vinayak V. Dixit, 2022. "Comparing and Contrasting the Impacts of Macro-Level Factors on Crash Duration and Frequency," IJERPH, MDPI, vol. 19(9), pages 1-19, May.
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  110. María Flor & Armando Ortuño & Begoña Guirao & Jairo Casares, 2021. "Analysis of the Impact of Ride-Hailing Services on Motor Vehicles Crashes in Madrid," Sustainability, MDPI, vol. 13(11), pages 1-16, May.
  111. Yajie Zou & Xinzhi Zhong & Jinjun Tang & Xin Ye & Lingtao Wu & Muhammad Ijaz & Yinhai Wang, 2019. "A Copula-Based Approach for Accommodating the Underreporting Effect in Wildlife‒Vehicle Crash Analysis," Sustainability, MDPI, vol. 11(2), pages 1-13, January.
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