• DocumentCode
    3563850
  • Title

    Constructing knowledge using exploratory text mining

  • Author

    Otsuka, Naoya ; Matsushita, Mitsunori

  • Author_Institution
    Grad. Shool of Inf., Kansai Univ., Suita, Japan
  • fYear
    2014
  • Firstpage
    1392
  • Lastpage
    1397
  • Abstract
    Our goal is to support users who want to discover or create knowledge from a large amount of text data. Text mining is a process that extracts novel knowledge from unstructured data. A variety of applications for text mining, such as Total Environment for Text Data Mining, have been proposed. However, to the best of our knowledge, these methods are not effective at conducting text mining tasks aimed at finding novel knowledge. In this paper, we discuss characteristics of the text mining process and propose a design principle for building text mining applications based on two concepts: (1) text mining is an exploratory search task, and (2) text mining is a process for creative knowledge work.
  • Keywords
    data mining; text analysis; creative knowledge work; design principle; exploratory search task; exploratory text mining; knowledge construction; knowledge discovery; knowledge extraction; unstructured data; Computers; Data analysis; Data visualization; History; Text analysis; Text mining;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Soft Computing and Intelligent Systems (SCIS), 2014 Joint 7th International Conference on and Advanced Intelligent Systems (ISIS), 15th International Symposium on
  • Type

    conf

  • DOI
    10.1109/SCIS-ISIS.2014.7044806
  • Filename
    7044806