@incollection{, C0E7D554C2DE264417B8F1BC827EFEA6 , author={{Racharla SureshKumar} and {Prof. BachalaSathyanarayana} and {Sri Krishnadevaraya University}}, journal={{Global Journal of Computer Science and Technology}}, journal={{GJCST}}0975-41720975-435010.34257/gjcst, address={Cambridge, United States}, publisher={Global Journals Organisation}1512332 } @book{b0, , title={{A Framework of Software Measurement}} , author={{ HZuse }} , year={1998} , publisher={Walter de Grutger Publish} } @book{b1, , author={{ LRosenberg } and { SBSheppard }} , title={{Metrics in Software Process Assessment, Quality Assurance and Risk Assessment}} London , year={October, 1994} , note={2nd International Symposium on Software Metrics} } @incollection{b2, , title={{}} , author={{ BWBoehm }} , journal={{Software Engineering Economics}} , year={1981} , publisher={Prentice-Hall} } @incollection{b3, , title={{Assessing the Applicability of Fault-Proneness Models Across Object-Oriented Software Projects}} , author={{ LCBriand } and { WLMelo } and { JWu } and { St }} , journal={{IEEE Trans. Software Eng}} 28 7 , year={July 2002} } @book{b4, , title={{A Machine Learning Based Model for Software Defect Prediction}} , author={{ OKutlubay } and { ABener }} , year={2005} BoaziƧi University, Computer Engineering Department , note={working paer} } @incollection{b5, , title={{A study on software reliability prediction based on support vector machines}} , author={{ Bo } and { XiangYang } and { Li }} , booktitle={{The Annual IEEE International Conference on Industrial Engineering and Engineering Management}} , year={2-4 Dec. 2007} } @incollection{b6, , title={{Intelligence System for Software Maintenance Severity Prediction}} , author={{ ParvinderSandhu } and { SunilSingh } and { HardeepKumar } and { Singh }} , journal={{Journal of Computer Science}} 3 5 , year={2007} } @incollection{b7, , title={{Applying machine learning to software fault-proneness prediction}} , author={{ Gondra }} , journal={{Journal of Systems and Software}} 81 2 , year={Feb. 2008} } @incollection{b8, , title={{Early software reliability prediction with extended ANN model}} , author={{ QHu } and { YSDai } and { MXie } and { SHNg }} , booktitle={{Proceedings of the 30th Annual International Computer Software and Applications Conference (COMPSAC'06)}} the 30th Annual International Computer Software and Applications Conference (COMPSAC'06) , year={September 2006} 2 } @incollection{b9, , title={{Object-Oriented software engineering: Measuring and controlling the development process}} , author={{ FB EAbreu } and { RCarapuca }} , booktitle={{Proceedings of the 4th International Conference on Software Quality}} the 4th International Conference on Software Quality , year={1994} 186 } @incollection{b10, , title={{A hierarchical model for Object-Oriented design quality assessment}} , author={{ JBansiya } and { CGDavis }} , journal={{ACM Transactions on Programming Languages and Systems}} 128 , year={August 2002} } @incollection{b11, , title={{Cohesion and reuse in an Object-Oriented system}} , author={{ BKKang } and { JMBieman }} , booktitle={{Proceedings of the ACM SIGSOFT Symposium on software reusability}} the ACM SIGSOFT Symposium on software reusabilitySeattle , year={March 1995} } @incollection{b12, , title={{Exploring the relationships between design measures and software quality in Object-Oriented systems}} , author={{ LCBriand } and { JWust } and { JWDaly } and { DVPorter }} , journal={{The Journal of Systems and Software}} 51 , year={May 2000} } @incollection{b13, , title={{Design and code complexity metrics for Object-Oriented classes}} , author={{ LEtzkorn } and { JBansiya } and { CDavis }} , journal={{Object-Oriented Programming}} 12 10 , year={1999} } @book{b14, , author={{ MHalstead }} , title={{Elements of Software Sciencel}} New York, USA , publisher={Elsevier Science} , year={1977} } @book{b15, , title={{}} , author={{ BHenderson-Sellers } and { SoftwareMetrics }} , year={1996} , publisher={Prentice-Hall} , address={UK} } @incollection{b16, , title={{Maintenance metrics for the Object-Oriented paradigm}} , author={{ WLi } and { SHenry }} , booktitle={{Proceedings of First International Software Metrics Symposium}} First International Software Metrics Symposium , year={1993} } @incollection{b17, , title={{A complexity measure}} , author={{ TJMccabe }} , journal={{IEEE Transactions on Software Engineering}} 2 , year={December 1976} } @incollection{b18, , title={{A software complexity model of Object-Oriented systems}} , author={{ DPTegarden } and { SDSheetz } and { DEMonarchi }} , journal={{Decision Support Systems}} 13 3 , year={1995} } @book{b19, , title={{Object-Oriented Software Metrics}} , author={{ MLorenz } and { JKidd }} , year={1994} , publisher={Prentice-Hall} , address={NJ, Englewood} } @incollection{b20, , title={{A metrics suite for Object-Oriented design}} , author={{ SRChidamber } and { CFKemerer }} , journal={{IEEE Transactions on Software Engineering}} 20 , year={June 1994} } @incollection{b21, , title={{Why the Virtual Nature of Software makes it Ideal for Search Based Optimization}} , author={{ MHarman }} , booktitle={{Fundamental Approaches to Software Engineering}} , year={2010} } @incollection{b22, , author={{ CGrosan } and { AAbraham }} , booktitle={{Hybrid Evolutionary Algorithms: Methodologies, Architectures, and Reviews}} , year={2011} 75 } @incollection{b23, , title={{Issues in Validating Object-Oriented Metrics for Early Risk Prediction}} , author={{ SaidaBenlarbi } and { KhaledElEmam } and { NishithGeol }} , journal={{Cistel Technology}} 210 , year={1999} } @incollection{b24, , title={{}} , journal={{Colonnade Road Suite}} 204 } @incollection{b25, , title={{Comparing Models for Identifying Fault-Prone Software Components}} , author={{ FLanubile } and { ALonigro } and { GVisaggio }} , booktitle={{Proceedings of Seventh International Conference on Software Engineering and Knowledge Engineering}} Seventh International Conference on Software Engineering and Knowledge Engineering , year={June 1995} } @incollection{b26, , title={{A Critique of Software Defect Prediction Models}} , author={{ NEFenton } and { MNeil } and { IBellini } and { PBruno } and { DNesi } and { Rogai }} , journal={{IEEE Trans. Softw. Engineering}} 25 5 , year={1999} University of Florence } @incollection{b27, , title={{Estimating Software Fault-Proneness for Tuning Testing Activities}} , author={{ GiovanniDenaro }} , booktitle={{Proceedings of the 22nd International Conference on Software Engineering}} the 22nd International Conference on Software EngineeringLimerick, Ireland , year={June 2000} } @book{b28, , title={{Prediction Model and the Size Factor for Fault-proneness of Object Oriented Systems}} , author={{ ManasiDeodhar }} , year={Dec. 2002} Michigan Tech. University , note={MS Thesis} } @incollection{b29, , title={{Comparing Fault-Proneness Estimation Models}} , author={{ PBellini }} , booktitle={{10th IEEE International Conference on Engineering of Complex Computer Systems (ICECCS'05)}} , year={2005} } @incollection{b30, , title={{An Application of Zero-Inflated Poisson Regression for Software Fault Prediction. Software Reliability Engineering}} , author={{ TMKhoshgoftaar } and { KGao } and { RMSzabo }} , booktitle={{ISSRE 2001. Proceedings of 12th International Symposium}} , year={27-30 Nov. 2001} } @incollection{b31, , title={{Software defect prediction using supervised learning algorithm and unsupervised learning algorithm}} , author={{ AChug } and { SDhall }} , booktitle={{Confluence 2013: The Next Generation Information Technology Summit}} , year={Sept. 2013} } @incollection{b32, , title={{A novel method for software defect prediction: Hybrid of FCM and random forest}} , author={{ TPPushphavathi } and { VSuma } and { VRamaswamy }} , booktitle={{Electronics and Communication Systems (ICECS)}} , year={2014} } @book{b33, , title={{International Conference}} 5 } @incollection{b34, , title={{Using Class Imbalance Learning for Software Defect Prediction}} , author={{ SWang } and { XYao }} , booktitle={{Reliability, IEEE Transactions}} , year={June 2013} 62 } @incollection{b35, , title={{Finding Latent Code Errors via Machine Learning over Program Executions}} , author={{ YBrun } and { DEMichael }} , booktitle={{Proceedings of the 26th International Conference on Software Engineering}} the 26th International Conference on Software Engineering , year={May, 2004} } @incollection{b36, , title={{A novel method for early software quality prediction based on support vector machine}} , author={{ FXing } and { PGuo } and { MRLyu }} , booktitle={{Software Reliability Engineering, International Symposium}} , year={2005} } @incollection{b37, , author={{ KCai }} , booktitle={{0n the Neura1 Network Approach in Software Reliability Modeling}} , year={2001} } @incollection{b38, , title={{Adapting multiple kernel parameters for support vector machines using genetic algorithms}} , author={{ SARojas } and { DFernandez-Reyes }} , booktitle={{The 2005 IEEE Congress on Evolutionary Computation}} , year={September, 2005} 1 } @book{b39, , author={{ ChunShan } and { BoyangChen } and { ChangzhenHu } and { JingfengXue1 } and { NingLi }} , title={{SOFTWARE DEFECT PREDICTION MODEL BASED ON LLE AND SVM" Communications Security Conference; pp 1-5}} , year={May 2014} } @incollection{b40, , title={{A new metrics selection method for software defect prediction}} , author={{ YeXia } and { GuoyingYan } and { XingweiJiang } and { YanyanYang }} , booktitle={{Progress in Informatics and Computing (PIC), International Conference}} , year={May 2014} } @incollection{b41, , title={{On the applicability of evolutionary computation for software defect prediction}} , author={{ RMalhotra } and { NPritam } and { YSingh }} , booktitle={{Advances in Computing, Communications and Informatics (ICACCI, 2014 International Conference}} , year={Sept. 2014} } @incollection{b42, , title={{Software defect prediction using supervised learning algorithm and unsupervised learning algorithm}} , author={{ AChug } and { SDhall }} , booktitle={{Confluence 2013: The Next Generation Information Technology Summit}} , year={Sept. 2013} } @incollection{b43, , title={{Multilevel data preprocessing for software defect prediction}} , author={{ GKArmah } and { GuangchunLuo } and { KeQin }} , booktitle={{6th International Conference}} , year={2013. Nov. 2013} 2 , note={ICIII)} } @incollection{b44, , title={{Software defect prediction using two level data pre-processing}} , author={{ RVerma } and { AGupta }} , booktitle={{Recent Advances in Computing and Software Systems (RACSS), International Conference}} , year={April 2012} } @incollection{b45, , title={{Software Defect Prediction Tool based on Neural Network}} , author={{ MalkitSingh } and { DalwinderSingh Salaria }} , journal={{International Journal of Computer Applications}} 70 , year={May 2013} } @book{b46, , title={{A Hybrid Model of Soft Computing Technique for Software}} , author={{ AnuragShrivastava } and { VishalShrivastava }} }