A Survey of the State of the Art in Data Miningand Integration Query Languages数据挖掘研究当前现状综述 集成查询语言.pdf

A Survey of the State of the Art in Data Miningand Integration Query Languages数据挖掘研究当前现状综述 集成查询语言.pdf

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时间:2020-03-23

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1、ASurveyoftheStateoftheArtinDataMiningandIntegrationQueryLanguages(2011InternationalConferenceonNetwork-BasedInformationSystems)SabriPllana,IvanJanciak,PeterBrezany,andAlexanderWohrer¨ResearchGroupofScientificComputingUniversityofViennaNordbergstrasse15/C/3,1090V

2、ienna,Austriafpllana,janciak,brezany,woehrerg@par.univie.ac.atAbstract—Themajoraimofthissurveyistoidentifytheunderstanding(understandingtheprojectobjectivesandre-strengthsandweaknessesofarepresentativesetofData-Miningquirements);dataunderstanding(getfamiliarwit

3、hthedataandIntegration(DMI)querylanguages.Wedescribeasetofandidentifydataqualityproblems);datapreparation(alsopropertiesofDMI-relatedlanguagesthatweuseforasystematicknownasdatapre-processing,isabouthowtoconstructtheevaluationoftheselanguages.Inaddition,weintrod

4、uceascoringsystemthatweusetoquantifyouropiniononhowwellaDMI-finaldataset);modelling(dataminingtechniquesareselectedrelatedlanguagesupportsaproperty.Thelanguagessurveyedandappliedandtheirparametersarecalibrated);evaluationinthispaperinclude:DMQL,MineSQL,MSQL,M2MQ

5、L,(reviewthestepsexecutedtoconstructthemodeltobecertaindmFSQL,OLEDBforDM,MINERULE,andOracleDataitproperlyachievesthebusinessobjectives);deployment(whatMining.ThissurveymayhelpresearcherstoproposeaDMIactionswillneedtobecarriedoutinordertoactuallymakelanguagethat

6、isbeyondthestate-of-the-art,oritmayhelppractitionerstoselectanexistinglanguagethatfitswellauseofthecreatedmodels).purpose.On-LineAnalyticalProcessing(OLAP)isanapproachforIndexTerms—Datamining,dataintegration,querylanguagesprovidingfastanswerstoanalyticalqueriest

7、hataredimen-sionalinnature.SystemsconfiguredforOLAPoftenemployamultidimensionaldatamodel,alsocalledacube,allowingforI.INTRODUCTIONcomplexanalyticalandad-hocquerieswitharapidexecutionDataintegration,theprocessofcombiningdatafromdif-time.ferentsources,hasbeenanact

8、iveresearchtopicformanyTheDMIquerylanguagesdevelopedsofarsupporttheyears[13].Aperfectlyintegratedinformationsystemwouldabovementionedfunctionalityatdifferentlevel,asdiscusse

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