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-(TouTiao.com)IntetixFoundation()BigDataandVisualization:Methods,ChallengesandTechnologyProgressLidongWangGuanghuiWan2016-06-2222:22CherylAnnAlexander[1][2]1[3]1.[4][5]1“”2“”3“”4“”,,[5],1;2;;[1]12[1]12333()()“”[8]2ABAB2“V”[2]•(Volume)•(Variety)•(Velocity)•(Value)()[3]()[10][11][12]•••••[13][5][14]1.2.3.4.5.?[15];[7]Hadoop[16]()[12]()[12]:34[12]34()()——imMensGPU()[13]Hadoop:HadoopCommon,HDFS(HadoopDistributedFileSystem)HadoopYARNHadoopMapReduce[3]Pentaho(BI);FlareAdobe;JasperReports;DygraphsJavaDatameerAnalyticsSolutionandClouderaDatameerClouderaHadoopPlatforaHadoopPlatforaManyEyesIBMTableau(BI)TableauTableauDesktopTableauSeverTableauPubilcTableauHadoopHive(Hadoop)HadoopTableau[5]ZB()PB()HadoopHighPerformanceComputingandCommunicationsStormApacheDrillRapidMinerPentahoBINodeBoxRWekaGephiGoogleChartAPIFlotD3RHadoopZBPBZBPB[17]()[18];IBMRAVERAVE[7]IBMIBM®InfoSphere®BigInsights™IBMSPSS®AnalyticCatalystRAVEInfoSphereBigInsightsSPSSAnalyticCatalyst[7]VR()“”()VR[11]5SWOT(Strengths)(Opportunities);(Weaknesses)(Threats)5SWOT(Web)WebSWOTVR[1]M.Khan,S.S.Khan,DataandInformationVisualizationMethodsandInteractiveMechanisms:ASurvey,InternationalJournalofComputerApplications,34(1),2011,pp.1-14.[2]IntelITCenter,BigDataVisualization:TurningBigDataIntoBigInsights,WhitePaper,March2013,pp.1-14.[3]V.Sucharitha,S.R.SubashandP.Prakash,VisualizationofBigData:ItsToolsandChallenges,InternationalJournalofAppliedEngineeringResearch,9(18),2014,pp.5277-5290.[4]P.Simon,TheVisualOrganization:DataVisualization,BigData,andtheQuestforBetterDecisions,HarvardBusinessReview,June13,2014,pp.1-8.[5]C.L.P.Chen,C.-Y.Zhang,Data-intensiveapplications,challenges,techniquesandtechnologies:AsurveyonBigData,InformationSciences,275(10),August2014,pp.314-347.[6]B.Porter,VisualizingBigDatainDrupal:UsingDataVisualizationstoDriveKnowledgeDiscovery,Report,UniversityofWashington,October2012,pp.1-38.[7]T.A.Keahey,Usingvisualizationtounderstandbigdata,TechnicalReport,IBMCorporation,2013,pp.1-16.[8]P.FoxandJ.Hendler,ChangingtheEquationonScientificDataVisualization,Science,331(11),February2011,pp.705-708.[9]I.B.Otjacques,UniGRWorkshop:BigData-Thechallengeofvisualizingbigdata,Report,GabrielLippmann,2013,pp.1-24.[10]H.Childs,B.Geveci,J.Meredith,K.Moreland,C.Sewell,E.W.Bethel,T.Kuhlen,W.Schroeder,ResearchChallengesforVisualizationSoftware,JointResearchReportofLawrenceBerkeleyNationalLaboratory,OakRidgeNationalLaboratory,SandiaNationalLaboratories,LosAlamosNationalLaboratory,RWTHAachenUniversity(Germany),May2013,pp.1-11.[11]C.Donalek,S.G.Djorgovski,A.Cioc,A.Wang,J.Zhang,E.Lawler,S.Yeh,A.Mahabal,M.Graham,A.Drake,S.Davidoff,J.S.Norris,G.Longo,ImmersiveandCollaborativeDataVisualizationUsingVirtualRealityPlatforms,2014IEEEInternationalConferenceonBigData,pp.1-6.[12]E.Y.GorodovandV.V.Gubarev,AnalyticalReviewofDataVisualizationMethodsinApplicationtoBigData,JournalofElectricalandComputerEngineering,013,ArticleID969458,pp.1-7.[13]Z.Liu,B.JiangzandJ.Heer,imMens:Real-timeVisualQueryingofBigData,EurographicsConferenceonVisualization(EuroVis)2013,32(3),2013,pp.421-430.[14]SASInstituteInc.,Fivebigdatachallengesandhowtoovercomethemwithvisualanalytics,Report,2013,pp.1-2.[15]F.Shull,GettinganIntuitionforBigData,IEEESoftware,July/August2013,pp.1-5.[16]Y.Kim,Y.-K.JiandS.Park,SocialNetworkVisualizationMethodusingInherenceRelationshipofUserBasedonCloud,InternationalJournalofMultimediaandUbiquitousEngineering,9(4),2014,pp.13-20.[17]L.Cai,X.Guan,P.Chi,L.Chen,andJ.Luo,BigDataVisualizationCollaborativeFilteringAlgorithmBasedonRHadoop,InternationalJournalofDistributedSensorNetworks,ArticleID271253,pp.1-10.[18]K.Chen,Optimizingstar-coordinatevisualizationmodelsforeffectiveinteractiveclusterexplorationonbigdata,IntelligentDataAnalysis,18,2014,pp.117-136.
本文标题:20160616-大数据可视化的新进展
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