k. external memory algorithms for string problems

k. external memory algorithms for string problems

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时间:2019-03-01

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1、ExternalMemoryAlgorithmsforStringProblemsKanghoRoh1MaximeCrochemore2CostasS.Iliopoulos3KunsooPark1¤1SchoolofComputerScienceandEngineering,SeoulNationalUniversity2InstitutGaspard-Monge,Universit¶edeMarne-la-Vall¶ee3DepartmentofComputerSciences,King'sCollegeLondonAbstractInthispaperwepres

2、entexternalmemoryalgorithmsforsomestringproblems.Ex-ternalmemoryalgorithmshavebeendevelopedinmanyresearchareas,asthespeedgapbetweenfastinternalmemoryandslowexternalmemorycontinuestogrow.Thegoalofexternalmemoryalgorithmsistominimizethenumberofinput/outputoperationsbetweeninternalmemoryan

3、dexternalmemory.TheseyearsthesizesofstringssuchasDNAsequencesarerapidlyincreasing.However,externalmemoryalgorithmshavebeendevelopedforonlyafewstringproblems.Inthispaperweconsider¯vestringproblemsandpresentexternalmemoryalgorithmsforthem.Theyaretheproblemsof¯ndingthemaximumsu±x,stringmat

4、ching,period¯nding,Lyndondecomposition,and¯ndingtheminimumofacircularstring.EveryalgorithmthatwepresenthererunsinalinearnumberofI/Osintheexternalmemorymodelwithonedisk,andtheyruninanoptimalnumberofdiskI/Osintheexternalmemorymodelwithmultipledisks.1IntroductionDatasetsinmanyapplicationsa

5、reoftentoobigto¯tintomainmemory.Insuchapplicationsitisimportantthatalgorithmstakeintoaccountthememoryconstraintsofthesystem[30,35].Inmostmodernsystemsthememoryisorganizedintoahierarchy.Atthetoplevel,fastinternalmemorywhichisexpensiveandhaslowstoragecapacityislocated.Atthebottomlevel,slo

6、werexternalmemorywhichischeapandhashighstoragecapacityislocated.Thereforetheinput/outputcommunication(orsimplyI/O)betweentwolevelsinmemoryhierarchycanbeabottleneckinmassivedatasetapplications.OneapproachtooptimizingperformanceistodevelopalgorithmsthatminimizeI/Osbetweeninternalmemoryand

7、externalmemory.ThesealgorithmsarereferredtoasexternalmemoryalgorithmsormoresimplyEMalgorithms.Earlyworkinexternalmemoryalgorithmsfocusedonfundamentalproblemssuchassort-ing,matrixmultiplication,andFFT[1,29,36,3].Morerecently,researchonEMalgorithmshasmovedtowardssolvinggraphandge

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