Naslov
Software Defect Classification with a Variant of NSGA-II and Simple Voting Strategies

Autori
Rubinić, Emil ; Mauša, Goran ; Galinac Grbac, Tihana

Vrsta, podvrsta i kategorija rada
Radovi u zbornicima skupova, cjeloviti rad (in extenso), znanstveni

Izvornik
Proceedings of SSBSE 2015 / Baros, M. ; Labiche, Y. - Bergamo : Springer, 2015, 347-353

ISBN
978-3-319-22182-3

Skup
7th International Symposium of Search Based Software Engineering

Mjesto i datum
Bergamo, Italija, 05.09.2015. - 07.09.2015

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
SDP; SBSE; Multi-objective optimisation; NSGA-II

Sažetak
Software Defect Prediction is based on datasets that are imbalanced and therefore limit the use of machine learning based classification. Ensembles of genetic classifiers indicate good performance and provide a promising solution to this problem. To further examine this solution, we performed additional experiments in that direction. In this paper we report preliminary results obtained by using a Matlab variant of NSGA-II in combination with four simple voting strategies on three subsequent releases of the Eclipse Plug-in Development Environment (PDE) project. Preliminary results indicate that the voting procedure might influence software defect prediction performances.

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo

POVEZANOST RADA