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1、AHIGH-PERFORMANCEFRAMEWORKFORANALYZINGMASSIVECOMPLEXNETWORKSAThesisPresentedtoTheAcademicFacultybyKameshMadduriInPartialFul llmentoftheRequirementsfortheDegreeDoctorofPhilosophyintheCollegeofComputingGeorgiaInstituteofTechnologyAugust20083327614Copyright2008byMadduri,KameshAllrightsreserved3327614
2、2008AHIGH-PERFORMANCEFRAMEWORKFORANALYZINGMASSIVECOMPLEXNETWORKSApprovedby:DavidA.Bader,AdvisorSubhashSainiCollegeofComputingNASAAdvancedSupercomputingGeorgiaInstituteofTechnologyDivisionNASAAmesResearchCenterJonathanBerryRichardVuducComputerScienceandMathematicsCollegeofComputingDepartmentGeorgia
3、InstituteofTechnologySandiaNationalLaboratoriesRichardFujimotoDateApproved:June27,2008CollegeofComputingGeorgiaInstituteofTechnologyTomyparents.iiiACKNOWLEDGMENTSIwouldliketothankmyadvisorDavidBaderforhisexcellentguidanceandsupport.David rstintroducedmetoresearchinhighperformancecomputingandcombin
4、atoricswhenIspentasummerattheUniversityofNewMexicoasanundergraduateNSFREUintern.Ihaveimmenselyenjoyedworkingwithhim, rstatUNMandthenatGeorgiaTech,andDavidhasguidedmeintoworkingonchallengingandmeaningfulresearchproblemsthroughout.Hedeservesmostofthecreditformyprofessionaldevelopmentandfordirectingt
5、hesuccessfulcompletionofmydissertation.Davidisagreatrolemodel,andhispassionforresearch,teaching,andacademicservicecontinuetoinspireme.IamgratefultoJonathanBerryandBruceHendricksonofSandiaNationalLaboratoriesforshapingmyoverallresearchdirectionandforadvisingmeonresearchingraphanalysisandmultithread
6、edalgorithms.Jonisagreatmentor,andthetwosummersIspentatSandialabshavebeenveryproductiveandenjoyable.IamthankfultoNASAAmesResearchCenterforsupportingmyresearchwiththeNASAgraduateresearchfellowship.IamgratefultoSubhashSaini,myNASAmentor,forprovidingmetheopportunitytoworkatNASAAmes,andforhisinsightfu
7、ltechnicaladvice.Iamgratefultomyproposalanddefensecommitteemembers{David,Jon,Subhash,RichardFujimoto,RichVuduc,HongyuanZha,andHaesunPark{formonitoringmyprogress,reviewingmywork,andreadingandcommentingonmythesis.I
