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Rotation Forest in Software Defect Prediction


Mauša, Goran; Bogunović, Nikola; Galinac Grbac, Tihana; Dalbelo Bašić, Bojana
Rotation Forest in Software Defect Prediction // Proceedings of SQAMIA 2015 / Budimac, Zoran ; Heričko, Marjan (ur.).
Maribor, Slovenija, 2015. str. 35-43 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)


Naslov
Rotation Forest in Software Defect Prediction

Autori
Mauša, Goran ; Bogunović, Nikola ; Galinac Grbac, Tihana ; Dalbelo Bašić, Bojana

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

Izvornik
Proceedings of SQAMIA 2015 / Budimac, Zoran ; Heričko, Marjan - Maribor, Slovenija, 2015, 35-43

ISBN
978-961-248-485-9

Skup
Fourth Workshop on Software Quality Analysis, Monitoring, Improvement and Applications

Mjesto i datum
Maribor, Slovenija, 08-10.06.2015

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
Rotation Forest; Random Forest; Logistic Regression; Software Defect Prediction

Sažetak
Software Defect Prediction (SDP) deals with localization of potentially faulty areas of the source code. Classification models are the main tool for performing the prediction and the search for a model of utmost performance is an ongoing activity. This paper explores the performance of Rotation Forest classification al gorithm in the SDP problem domain. Rotation Forest is a novel algorithm that exhibited excellent performance in several studies. However, it was not systematically used in the SDP. Furthermore, it is very important to perform the case studies in various contexts. This study uses 5 subsequent releases of Eclipse JDT as the objects of the analysis. The performance evaluation is based on comparison with two other, known classification models that exhibited very good performance so far. The results of our case study concur with other studies that recognize the Rotation forest to be the state of the art classification algorithm

Izvorni jezik
Engleski

Znanstvena područja
Računarstvo



POVEZANOST RADA


Projekt / tema
13.09.2.2.16

Ustanove
Fakultet elektrotehnike i računarstva, Zagreb,
Tehnički fakultet, Rijeka

Citiraj ovu publikaciju

Mauša, Goran; Bogunović, Nikola; Galinac Grbac, Tihana; Dalbelo Bašić, Bojana
Rotation Forest in Software Defect Prediction // Proceedings of SQAMIA 2015 / Budimac, Zoran ; Heričko, Marjan (ur.).
Maribor, Slovenija, 2015. str. 35-43 (predavanje, međunarodna recenzija, cjeloviti rad (in extenso), znanstveni)
Mauša, G., Bogunović, N., Galinac Grbac, T. & Dalbelo Bašić, B. (2015) Rotation Forest in Software Defect Prediction. U: Budimac, Z. & Heričko, M. (ur.)Proceedings of SQAMIA 2015.
@article{article, year = {2015}, pages = {35-43}, keywords = {Rotation Forest, Random Forest, Logistic Regression, Software Defect Prediction}, isbn = {978-961-248-485-9}, title = {Rotation Forest in Software Defect Prediction}, keyword = {Rotation Forest, Random Forest, Logistic Regression, Software Defect Prediction}, publisherplace = {Maribor, Slovenija} }