Accuracy Comparison of Analogy-Based Software Development Effort Estimation Techniques.

TitreAccuracy Comparison of Analogy-Based Software Development Effort Estimation Techniques.
Publication TypeJournal Article
Year of Publication2016
AuthorsIdri, A, Amazal, FAzzahra, Abran, A
JournalInternational Journal of Intelligent Systems
Pagination128 - 152
Mots-clésAlgorithms, Artificial intelligence, Computer software development, Fuzzy control systems, Numerical analysis, Prototypes

Estimation by analogy is a commonly used software effort estimation technique and a suitable alternative to other conventional estimation techniques: It predicts the effort of the target project using information from former similar projects. While it is relatively easy to handle numerical attributes, dealing with categorical attributes is one of the most difficult issues for analogy-based estimation techniques. Therefore, we propose, in this paper, a novel analogy-based approach, called 2FA-kprototypes, to predict effort when software projects are described by a mix of numerical and categorical attributes. To this aim, the well-known fuzzy k-prototypes algorithm is integrated into the process of estimation by analogy. The estimation accuracy of 2FA-kprototypes was evaluated and compared with that of two techniques: (1) classical analogy-based technique and (2) 2FA-kmodes, which is a technique that we have developed recently. The comparison was performed using four data sets that are




Suivez-nous sur





Avenue Mohammed Ben Abdallah Regragui, Madinat Al Irfane, BP 713, Agdal Rabat, Maroc

  Télécopie : (+212) 5 37 68 60 78

  Secrétariat de direction : 06 61 48 10 97

        Secrétariat général : 06 61 34 09 27

        Service des affaires financières : 06 61 44 76 79

        Service des affaires estudiantines : 06 62 77 10 17 /

        Résidences : 06 61 82 89 77



Education - This is a contributing Drupal Theme
Design by WeebPal.