• DocumentCode
    3200708
  • Title

    Utilizing topic modeling techniques to identify the emergence and growth of research topics in engineering education

  • Author

    Johri, Aditya ; Wang, G. Alan ; Liu, Xiaomo ; Madhavan, Krishna

  • fYear
    2011
  • fDate
    12-15 Oct. 2011
  • Abstract
    In this paper we present findings from a project that used topic modeling and associated techniques to chart the emergence and growth of research topics in engineering education research over 9 years, from 2000-2008. As a field engineering education research has undergone significant changes over the past decade. There has been an increase in the number of scholars and practitioners involved in the field, particularly those that are applying rigorous research principles to advance understanding of engineering education. In such a circumstance, it is important to understand the topics, approaches, and ideas that have caught the imagination of people in the community. Since this nature of work has not been done in relation to engineering education research, a significant part of the effort described here is innovative and exploratory in nature where different techniques were tested with the goal to collect a diversity of topics that are of interest to the community. We identify major categories of topics and primary topics of interest to the community. We also identify a lack of engagement with theoretical and analytical ideas as an area of concern.
  • Keywords
    engineering education; engineering education; research topics; topic modeling technique; Analytical models; Communities; Data models; Engineering education; Frequency control; Hidden Markov models; Engineering education research; Research topics; Topic modeling;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Frontiers in Education Conference (FIE), 2011
  • Conference_Location
    Rapid City, SD
  • ISSN
    0190-5848
  • Print_ISBN
    978-1-61284-468-8
  • Electronic_ISBN
    0190-5848
  • Type

    conf

  • DOI
    10.1109/FIE.2011.6142770
  • Filename
    6142770