• DocumentCode
    3227962
  • Title

    Software development effort estimation using fuzzy logic: a case study

  • Author

    Martín, Cuauhtémoc López ; Pasquier, Jérôme Leboeuf ; Yanez, C.M. ; Tornes, A.G.

  • Author_Institution
    Center for Comput. Res., Nat. Polytech. Inst., Mexico
  • fYear
    2005
  • fDate
    26-30 Sept. 2005
  • Firstpage
    113
  • Lastpage
    120
  • Abstract
    Software estimation has been identified as one of the three great challenges for half-century-old computer science. Developers should be able to achieve practices containing effort estimation based on their own programs. New paradigms as fuzzy logic may offer an alternative for software effort estimation. This paper describes an application whose results are compared with those of a multiple regression. A subset of 41 modules developed from ten programs are used as data. Result shows that the value of MMRE (an aggregation of magnitude of relative error, MRE) applying fuzzy logic was slightly higher than MMRE applying multiple regression; while the value of Pred(20) applying fuzzy logic was slightly higher than Pred(20) applying multiple regression. Moreover, six of 41 MRE was equal to zero (without any deviation) when fuzzy logic was applied (not any similar case was presented when multiple regression was applied).
  • Keywords
    fuzzy logic; regression analysis; software metrics; fuzzy logic; multiple regression; relative error; software development; software effort estimation; Algorithm design and analysis; Computational intelligence; Computer aided software engineering; Computer science; Flow graphs; Fuzzy logic; Programming; Software engineering; Software measurement; Software metrics; Coefficient of Determination; Correlation; Fuzzy Logic; Multiple Regression; Software Effort Estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Computer Science, 2005. ENC 2005. Sixth Mexican International Conference on
  • ISSN
    1550-4069
  • Print_ISBN
    0-7695-2454-0
  • Type

    conf

  • DOI
    10.1109/ENC.2005.47
  • Filename
    1592208