LogisticRegression-basedSoftwareFaultLocalizationinFunctionLevel

doi:10.3969/j.issn.1006-2475.2018.07.019

Abstract

Abstract: Themethodoffaultlocalizationbasedonspectrumdeterminesthecheckorderbycalculatingthesuspicious
ofthecoverageinformationofstatements.However,duringthesystemtest,thesizeoftheobjecttobelocatedislarge,whichleadstothepooreffectofthosemethods.Thispaperproposedamethodtolocatethefunctionsfaultsduringsystemtest.Inordertonarrowtherangeoflocation,weanalyzedtheexecutioninformationoffailedtestcasessubsystemandmodule,anddistinguishedthefailedtestcaseswithdifferentfaults.Thecorrelationdegreeiscalculatedforeachmoduleandfunction,andtheorderoffunctionstobecheckedisdeterminedbylocatingthefaultsatmodulelevelandfunctionlevelinsequence.Theexperimentsshowthattheproposedmethodcanreducetherangeoffaultlocalizationandimprovetheefficiencyoffaultlocalization.

Key words: faultlocalization, systemtest, logisticregression

CLC Number:

TP311

ZHOUMing-quan,JIANGGuo-hua. LogisticRegression-basedSoftwareFaultLocalizationinFunctionLevel[J]. Computer and Modernization, doi: 10.3969/j.issn.1006-2475.2018.07.019.

References

［1］AgrawalH,HorganJR,LondonS,etal.Faultlocalizationusingexecutionslicesanddataflowtests［C］//IEEEInternationalSymposiumonSoftwareReliabilityEngineering.1995:143-151.
［2］陈翔,鞠小林,文万志,等.基于程序频谱的动态缺陷定位方法研究［J］.软件学报,2015,26(2):390-412.
［3］KimJ,ParkJ,LeeE.Anewspectrum-basedfaultlocalizationwiththetechniqueoftestcaseoptimization［J］.JournalofInformationScience&Engineering,2016,32(1):177-196.
［4］ZhangXiaohong,WangZiyuan,ZhangWeifeng,etal.Spectrum-basedfaultlocalizationmethodwithtestcasereduction［C］//IEEEConferenceonComputerSoftwareandApplications.2015:548-549.
［5］ZhangPeng,MaoXiaoguang,LeiYan,etal.FaultlocalizationbasedondynamicslicingviaJSliceforJavaprograms［C］//IEEEInternationalConferenceonSoftwareEngineeringandServiceScience.2014:565-568.
［6］MaoXiaoguang,LeiYan,DaiZiying,etal.Slice-basedstatisticalfaultlocalization［J］.JournalofSystemsandSoftware,2014,89(1):51-62.
［7］文万志,李必信,孙小兵,等.一种基于层次切片谱的软件错误定位技术［J］.软件学报,2013,24(5):977-992.
［8］曹鹤玲,姜淑娟,鞠小林,等.基于动态切片和关联分析的错误定位方法［J］.计算机学报,2015,38(11):2188-2202.
［9］GongDandan,WangTiantian,SuXiaohong,etal.Statedependencyprobabilisticmodelforfaultlocalization［J］.Information&SoftwareTechnology,2015,57(1):430-445.
［10］CasanovaP,SchmerlB,GarlanD,etal.Architecture-basedrun-timefaultdiagnosis［C］//EuropeanConferenceonSoftwareArchitecture.2011:261-277.
［11］CasanovaP,GarlanD,SchmerlB,etal.Diagnosingarchitecturalrun-timefailures［C］//IEEESoftwareEngineeringforAdaptiveandSelf-ManagingSystems.2013:103-112.
［12］宗芳芳,黄鸿云,丁佐华.基于二次定位策略的软件故障定位［J］.软件学报,2016,27(8):1993-2007.
［13］叶俊民,何印标,陈曙,等.基于分层程序频谱的软件故障定位方法研究［J］.小型微型计算机系统,2015,36(9):1953-1957.
［14］LiuCheng,WongHua-san.Structuredpenalizedlogisticregressionforgeneselectioningeneexpressiondataanalysis［J］.IEEE/ACMTransactionsonComputationalBiology&Bioinformatics,2017:doi:10.1109/TCBB.2017.2767589.
［15］YanLixin,HuangZhen,ZhangYishi,etal.DrivingriskstatuspredictionusingBayesiannetworksandlogisticregression［J］.IETIntelligentTransportSystems,2017,11(7):431-439.
［16］NishiuraK,ChoiEH,MizunoO.Improvingfaultyinteractionlocalizationusinglogisticregression［C］//IEEEInternationalConferenceonSoftwareQuality,ReliabilityandSecurity.2017:138-149.
［17］YangYaoqing,GroverP,KarS.Fault-tolerantdistributedlogisticregressionusingunreliablecomponents［C］//2016the54thAnnualAllertonConferenceonCommunication,Control,andComputing.2017:940-947.