Improving fuzzy analogy based software development effort estimation

TitreImproving fuzzy analogy based software development effort estimation
Publication TypeConference Paper
Year of Publication2014
AuthorsAmazal, FAa, Idri, Aa, Abran, Ab
Conference NameProceedings - Asia-Pacific Software Engineering Conference, APSEC
Abstract

Analogy-based estimation has recently emerged as a promising technique and a viable alternative to other conventional estimation methods. One of the most important research areas for analogy-based cost estimation is how to predict the effort of software projects when they are described by mixed numerical and categorical data. To address this issue, we have proposed, in an earlier work, a new approach called fuzzy analogy combining the key features of fuzzy logic and analogybased reasoning. However, fuzzy analogy may only be used when the possible values of the categorical attributes are derived from a numerical domain. The current study aims to extend our former approach to correctly handle categorical data. To this end, the fuzzy k-modes algorithm is used with two initialization techniques. The performance of the proposed approach was compared with that of classical analogy using the International Software Benchmarking Standards Group (ISBSG) dataset. The obtained results show significant improvement in estimation accuracy. © 2014 IEEE.

URLhttps://www.scopus.com/inward/record.uri?eid=2-s2.0-84951282652&doi=10.1109%2fAPSEC.2014.46&partnerID=40&md5=864ca37db60e0c0338a8f4ae557a43a4
DOI10.1109/APSEC.2014.46
Revues: 

Partenaires

Localisation


Location map

Suivez-nous sur

  

Contactez-nous

ENSIAS

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

Résultat de recherche d'images pour "icone fax" Télécopie : (+212) 5 37 77 72 30

    Compteur de visiteurs:321,805
    Education - This is a contributing Drupal Theme
    Design by WeebPal.