Factors influencing traffic accident frequencies on urban roads: A spatial panel time-fixed effects error model

• Wencheng Wang,

  Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Resources, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliations Key Laboratory of Transport Industry of Big Data Application Technologies for Comprehensive Transport, Beijing Jiaotong University, Beijing, China, Department of Civil and Environmental Engineering, Pennsylvania State University, University Park, PA United States of America

  http://orcid.org/0000-0003-3494-052X

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• Zhenzhou Yuan,

  Roles Conceptualization, Funding acquisition, Methodology, Project administration, Resources, Supervision, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation Key Laboratory of Transport Industry of Big Data Application Technologies for Comprehensive Transport, Beijing Jiaotong University, Beijing, China

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• Yang Yang ,

  Roles Conceptualization, Data curation, Investigation, Methodology, Project administration, Resources, Validation, Visualization, Writing – original draft, Writing – review & editing

  * E-mail: yangxb@bjtu.edu.cn (XY); 14114222@bjtu.edu.cn (YY)

  Affiliations Key Laboratory of Transport Industry of Big Data Application Technologies for Comprehensive Transport, Beijing Jiaotong University, Beijing, China, Department of Civil and Environmental Engineering, University of Washington, Seattle, WA, United States of America

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• Xiaobao Yang ,

  Roles Conceptualization, Data curation, Formal analysis, Methodology, Resources, Software, Supervision, Writing – original draft, Writing – review & editing

  * E-mail: yangxb@bjtu.edu.cn (XY); 14114222@bjtu.edu.cn (YY)

  Affiliation Key Laboratory of Transport Industry of Big Data Application Technologies for Comprehensive Transport, Beijing Jiaotong University, Beijing, China

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• Yanting Liu

  Roles Data curation, Formal analysis, Methodology, Resources, Software, Validation, Writing – review & editing

  Affiliation Key Laboratory of Road and Traffic Engineering of Ministry of Education, Tongji University, Shanghai, China

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