• DocumentCode
    644081
  • Title

    The Use of Visual Text Mining to Support the Study Selection Activity in Systematic Literature Reviews: A Replication Study

  • Author

    Romero Felizardo, Katia ; Souza, Simone R. S. ; Maldonado, Jose C.

  • Author_Institution
    Comp. Syst. Dept., Univ. of Sao Paulo, Sao Carlos, Brazil
  • fYear
    2013
  • fDate
    9-9 Oct. 2013
  • Firstpage
    91
  • Lastpage
    100
  • Abstract
    Background: Systematic literature reviews (SLRs)are an important component to identify and aggregate research evidence from different empirical studies. One of the activities associated with the SLR process is the selection of primary studies. The process used to select primary studies can be arduous, particularly when the researcher faces large volumes of primary studies. Aim: An experiment was conducted as a pilot test to compare the performance and effectiveness of graduate students in selecting primary studies manually and using visual text mining (VTM) techniques. This paper describes a replication study. Method: The same experimental design and materials of the previous experiment were used in the current experiment. Result: The previous experiment revealed that VTM techniques can speed up the selection of primary studies and increase the number of studies correctly included/excluded (effectiveness). The results of the replication confirmed that studies are more rapidly selected using VTM. We observed that the level of experience in researching has a direct relationship with the effectiveness. Conclusion: VTM techniques have proven valuable in the selection of primary studies.
  • Keywords
    data mining; text analysis; SLR process; VTM technique; replication study; study selection activity; systematic literature review; visual text mining; Color; Educational institutions; Manuals; Systematics; Text mining; Training; Visualization; Controlled Experiment; Experimental Replication; Laboratory Package; Systematic Literature Review; Visual Text Mining;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Replication in Empirical Software Engineering Research (RESER), 2013 3rd International Workshop on
  • Conference_Location
    Baltimore, MD
  • Type

    conf

  • DOI
    10.1109/RESER.2013.9
  • Filename
    6664736