• DocumentCode
    3705628
  • Title

    Visual data quality analysis for taxi GPS data

  • Author

    Zuchao Wang; Xiaoru Yuan; Tangzhi Ye; Youfeng hao; Siming Chen; Jie Liangk; Qiusheng Li; Haiyang Wang; Yadong Wu

  • Author_Institution
    Key Laboratory of Machine Perception (Ministry of Education), and School of EECS, Peking University, China
  • fYear
    2015
  • Firstpage
    223
  • Lastpage
    224
  • Abstract
    We present a novel visual analysis method to systematically discover data quality problems in raw taxi GPS data. It combines semi-supervised active learning and interactive visual exploration. It helps analysts interactively discover unknown data quality problems, and automatically extract known problems. We report analysis results on Beijing taxi GPS data.
  • Keywords
    "Public transportation","Global Positioning System","Electronic mail","Trajectory","Visualization","Spatiotemporal phenomena","Feature extraction"
  • Publisher
    ieee
  • Conference_Titel
    Visual Analytics Science and Technology (VAST), 2015 IEEE Conference on
  • Type

    conf

  • DOI
    10.1109/VAST.2015.7347689
  • Filename
    7347689