• DocumentCode
    1946116
  • Title

    DEA-based indicator for performance improvement

  • Author

    Aoki, Shingo ; Naito, Yuka ; Tsuji, Hiroshi

  • Author_Institution
    Graduate Sch. of Eng., Osaka Prefecture Univ., Japan
  • fYear
    2005
  • fDate
    19-21 May 2005
  • Firstpage
    327
  • Lastpage
    330
  • Abstract
    This paper concerns an active indication method on data envelopment analysis and its experimental application. While DEA works to evaluate efficiency for the decision making unit with multiple input and output, there are still problems as follows: It is not easy (1) to view each DMU´s position from bird-eye, (2) to catch the relationship between a DMU and its dominant set, and (3) to get an improvement direction from the current DMU position to the dominant set. To solve these problems, this paper clarifies the visualization procedure for indicating performance improvement and applies it to Japanese prefecture evaluation and verified in a two-input/single-output problem and a single-input/three-output problem as follows: (1) data normalization works well under the assumption that returns to scale is constant, (2) logarithmic transformation is useful in the case that the data range is strongly biased, and (3) viewpoint in three dimensional graph should be changed for confirming the direction.
  • Keywords
    data envelopment analysis; data visualisation; decision making; productivity; Japanese prefecture evaluation; active indication method; data envelopment analysis; data normalization; decision making unit; decision support system; human-machine system; logarithmic transformation; productivity; three dimensional graph; Data analysis; Data engineering; Data envelopment analysis; Data visualization; Decision making; Decision support systems; Man machine systems; Production; Productivity; Terminology;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Active Media Technology, 2005. (AMT 2005). Proceedings of the 2005 International Conference on
  • Print_ISBN
    0-7803-9035-0
  • Type

    conf

  • DOI
    10.1109/AMT.2005.1505362
  • Filename
    1505362