• DocumentCode
    3772412
  • Title

    A Framework of Analyzing Border Crossing Transportation Data

  • Author

    Haibo Wang;Da Huo;Yaquan Xu

  • Author_Institution
    Sanchez Sch. of Bus., Texas A&
  • fYear
    2015
  • Firstpage
    1122
  • Lastpage
    1127
  • Abstract
    In this paper, authors present a framework on developing a comprehensive system to analyze border crossing transportation using an open-source meta-data acquisition and aggregation tool. It is a platform integration approach based on Hadoop, MapReduce and MongoDB to consolidate databases from both U. S. and Mexico. We design data-driven XML schema for tagging the data entries from different sources with different formats, and implement a package using open-source software R to aggregate XML-transformed data into time and space dimensions. Then the transformed data is analyzed by a Difference-in-Difference (DiD) estimation model to understand the behavior of border crossing transportation.
  • Keywords
    "Transportation","Economics","XML","Estimation","Data models","Open source software"
  • Publisher
    ieee
  • Conference_Titel
    Smart City/SocialCom/SustainCom (SmartCity), 2015 IEEE International Conference on
  • Type

    conf

  • DOI
    10.1109/SmartCity.2015.220
  • Filename
    7463875