@incollection{, F97DF90413DC66DCAE6958331AF90B93 , author={{NaheedAzeem} and {ShaziaUsmani} and {Federal Urdu University of Arts, Science and Technology}}, journal={{Global Journal of Computer Science and Technology}}, journal={{GJCST}}0975-41720975-435010.34257/gjcst, address={Cambridge, United States}, publisher={Global Journals Organisation}111615 } @incollection{b0, , title={{Data Mining Techniques for Building Fault-proneness Models in Telecom Java Software}} , author={{ EArisholm } and { LCBriand } and { MFuglerud }} , booktitle={{Proceedings of The 18th IEEE International Symposium on Software Reliability}} The 18th IEEE International Symposium on Software Reliability } @incollection{b1, , title={{Robust prediction of fault-proneness by random forests}} , author={{ LGuo } and { YMa } and { BCukic } and { HSingh }} , booktitle={{Proceedings of the 15th International Symposium on Software Reliability Engineering}} the 15th International Symposium on Software Reliability Engineering , year={2004} } @incollection{b2, , title={{Using the Number of Faults to Improve Fault-Proneness Prediction of the Probability Models}} , author={{ LLi } and { HLeung }} , booktitle={{Proceedings of the 2009 WRI World Congress on Computer Science and Information Engineering}} the 2009 WRI World Congress on Computer Science and Information Engineering 07 } @incollection{b3, , title={{Metrics for Module Defects Identification}} , journal={{International Journal of Computer and Information Science}} , year={2008} } @incollection{b4, , title={{Predictive Data Mining Model for Software Bug Estimation Using Average Weighted Similarity}} , author={{ NKNagwani } and { SVerma }} , booktitle={{2010 IEEE 2nd International Advance Computing Conference}} } @incollection{b5, , title={{Performance Analysis of Data Mining Algorithms for Software Quality Prediction}} , author={{ NGayatri } and { SNickolas } and { AVReddy } and { RChitra }} , booktitle={{International Conference on Advances in Recent Technologies in Communication and Computing}} , year={2009} } @incollection{b6, , title={{An Investigation of the Effect of Discretization on Defect Prediction Using Static Measures}} , author={{ PSingh } and { SVerma }} , booktitle={{IEEE International Conference on Advances in Computing, Control, and Telecommunication Technologies}} , year={2009} } @incollection{b7, , title={{Predicting Defect-Prone Software Modules at Different Logical Levels}} , author={{ PHuang } and { JZhu }} , booktitle={{International Conference on Research Challenges in Computer Science, 2009. ICRCCS '09}} } @incollection{b8, , title={{A Model for Early Prediction of Faults in Software Systems}} , author={{ PSSandhu } and { RGoel } and { ASBrar } and { JKaur } and { SAnand }} , booktitle={{The 2nd International Conference on Computer and Automation Engineering (ICCAE)}} , year={2010} } @incollection{b9, , title={{Comparing the effectiveness of machine learning algorithms for defect prediction}} , author={{ PSingh }} , journal={{International Journal of Information Technology and Knowledge Management}} , year={2009} } @book{b10, , title={{What Software Repositories Should Be Mined for Defect Predictors?}} , author={{ RRamler } and { SLarndorfer } and { TNatschläger }} , year={2009} 35 } @incollection{b11, , title={{}} , journal={{Euromicro Conference on Software Engineering and Advanced Applications}} } @incollection{b12, , title={{Software quality prediction techniques: A comparative analysis}} , author={{ SShafi } and { SMHassan } and { AArshaq } and { MJKhan } and { SShamail }} , booktitle={{4th International Conference on Emerging Technologies}} , year={2008. ICET 2008} } @incollection{b13, , title={{Reducing Features to Improve Bug Prediction}} , author={{ SShivaji } and { EJWhitehead } and { RAkella } and { SKim }} , booktitle={{24th IEEE/ACM International Conference on Automated Software Engineering, ASE'09}} } @book{b14, , title={{Software quality analysis by combining multiple projects and learners}} , author={{ TMKhoshgoftaar } and { PRebours } and { NSeliya }} , year={2009} , publisher={Springer} 17 } @incollection{b15, , title={{Revisiting the Evaluation of Defect Prediction Models}} , author={{ TMende } and { RKoschke }} , booktitle={{Proceedings of the 5th International Conference on Predictor Models in Software Engineering}} the 5th International Conference on Predictor Models in Software Engineering , year={2009} } @incollection{b16, , title={{Implications of ceiling effects in defect predictors}} , author={{ TMenzies } and { BTurhan } and { ABener } and { GGay } and { BCukic } and { YJiang }} , booktitle={{Proceedings of the 4th international workshop on Predictor models in software engineering}} the 4th international workshop on Predictor models in software engineeringLeipzig,Germany , year={2008} } @incollection{b17, , title={{Empirical Assessment of Machine Learning based Software Defect Prediction Techniques}} , author={{ VU BChallagulla } and { FBBastani } and { IYen } and { RAPaul }} , booktitle={{Proceedings of the 10th IEEE International Workshop on Object-Oriented Real-Time Dependable Systems}} the 10th IEEE International Workshop on Object-Oriented Real-Time Dependable Systems , year={2005} } @incollection{b18, , title={{Predicting Software Defects using Multiple Criteria Linear Programming}} , author={{ XZhao } and { YLiu } and { SYong }} , booktitle={{Proceedings of the International Symposium on Intelligent Information Systems and Applications (IISA'09)}} the International Symposium on Intelligent Information Systems and Applications (IISA'09) , year={2009} } @incollection{b19, , title={{Research on software defect prediction based on data mining}} , author={{ YChen } and { XShen } and { PDu } and { BGe }} , booktitle={{The 2nd International Conference on Computer and Automation Engineering (ICCAE)}} , year={2010} } @incollection{b20, , title={{Fault Prediction using Early Lifecycle Data}} , author={{ YJiang } and { BCukic } and { TMenzies }} , booktitle={{Proceedings of The 18th IEEE International Symposium on Software Reliability}} The 18th IEEE International Symposium on Software Reliability , year={2007} } @incollection{b21, , title={{Can data transformation help in the detection of fault-prone modules?}} , author={{ YJiang } and { BCukic } and { Menzies }} , booktitle={{Proceedings of the 2008 workshop on Defects in large software systems}} the 2008 workshop on Defects in large software systemsSeattle, Washington , year={July 20-20, 2008} } @incollection{b22, , title={{The effect of over and under sampling on fault-prone module detection}} , author={{ YKamei } and { AMonden } and { SMatsumoto } and { TKakimoto } and { KMatsumoto }} , booktitle={{First International Symposium on Empirical Software Engineering and Measurement}} , year={2007.ESEM 2007} } @incollection{b23, , title={{A practical method for the software fault-prediction}} , author={{ ZLi } and { MReformat }} , booktitle={{IEEE International Conference on Information Reuse and Integration}} , year={2007. IRI 2007} }