subject predicate object context
45373 Creator 9ac1d268bb57f50a76301a873fb56d23
45373 Creator ext-ac44814ae9aa82c023f9198cc1cf750d
45373 Creator ext-9992fb0b66d942c38161a031799a0a62
45373 Creator ext-9e9d4d9367e5aea64585b22f8bb7c6a1
45373 Date 2010
45373 Is Part Of repository
45373 abstract Application of defect predictors in software development helps the managers to allocate their resources such as time and effort more efficiently and cost effectively to test certain sections of the code. In this research, we have used naive Bayes classifier (NBC) to construct our defect prediction framework. Our proposed framework uses the hierarchical structure information about the source code of the software product, to perform defect prediction at a functional method level and source file level. We have applied our model on SoftLAB and Eclipse datasets. We have measured the performance of our proposed model and applied cost benefit analysis. Our results reveal that source file level defect prediction improves the verification effort, while decreasing the defect prediction performance in all datasets.
45373 authorList authors
45373 presentedAt ext-7033a80ad87fd68d532627691a781d6e
45373 status peerReviewed
45373 uri http://data.open.ac.uk/oro/document/406011
45373 uri http://data.open.ac.uk/oro/document/406012
45373 uri http://data.open.ac.uk/oro/document/406013
45373 uri http://data.open.ac.uk/oro/document/406014
45373 uri http://data.open.ac.uk/oro/document/406015
45373 uri http://data.open.ac.uk/oro/document/406016
45373 uri http://data.open.ac.uk/oro/document/410695
45373 type AcademicArticle
45373 type Article
45373 label Calikli, Gul ; Tosun, Ayse; Bener, Ayse and Celik, Melih (2010). The effect of granularity level on software defect prediction. In: 24th International Symposium on Computer and Information Sciences (ISCIS 2009), 14-16 Sep 2009, METU Northern Cyprus Campus, Guzelyurt, Cyprus, pp. 531–536.
45373 label Calikli, Gul ; Tosun, Ayse; Bener, Ayse and Celik, Melih (2010). The effect of granularity level on software defect prediction. In: 24th International Symposium on Computer and Information Sciences (ISCIS 2009), 14-16 Sep 2009, METU Northern Cyprus Campus, Guzelyurt, Cyprus, pp. 531–536.
45373 Title The effect of granularity level on software defect prediction
45373 in dataset oro