大数据应用的现状与展望21

大数据应用的现状与展望作者：张引，陈敏，廖小飞，ZhangYin，ChenMin，LiaoXiaofei作者单位：华中科技大学计算机科学与技术学院武汉430074刊名：计算机研究与发展英文刊名：JournalofComputerResearchandDevelopment年，卷(期)：2013,50(z2)参考文献(83条)1.GantzJ;ReinselDExtractingvaluefromchaos20112.CukierKData,dataeverywhere2010(8671)3.Drowninginnumbers-digitaldatawillfloodtheplanet-andhelpusunderstanditbetter.Theeconomist20134.LohrSTheageofbigdata20125.NoguchiYFollowingdigitalbreadcrumbstobigdatagold20136.NoguchiNThesearchforanalyststomakesenseofbigdata20137.Bigdata20088.Pecialonlinecollection:Dealingwithbigdata20119.Factsheet:Bigdataacrossthefederalgovernment201310.ManyikaJ;ChuiM;BrownBBigdata:Thenextfrontierforinnovation,competition,andproductivity201111.GhemawatS;GobioffH;LeungSTThegooglefilesystem200312.DeanJ;GhemawatSMapreduce:Simplifieddataprocessingonlargeclusters2008(01)13.HeyAJ;TansleyS;TolleKMTheFourthParadigm:DataintensiveScientificDiscovery200914.LaneyD3Ddatamanagement:Controllingdatavolume,velocityandvariety200115.ZikopoulosP;EatonCUnderstandingbigdata:Analyticsforenterpriseclasshadoopandstreamingdata201116.MeijerETheworldaccordingtolinq2011(10)17.MarkBGartnersayssolvingbigdatachallengeinvolvesmorethanjustmanagingvolumesofdata201118.维克托·迈尔-舍恩伯格;肯尼思·库克耶;盛杨燕;周涛大数据时代201319.TeamORBigDataNow:CurrentPerspectivesfromO'ReillyRadar201120.GrobelnikMBigdatatutorial201321.桂卫华;刘晓颖基于人工智能方法的复杂过程故障诊断技术2002(04)22.李德仁;王树良;李德毅论空间数据挖掘和知识发现的理论与方法2002(03)23.梅宏;王千祥;张路软件分析技术进展2009(09)24.宋国杰;唐世渭;杨冬青数据流中异常模式的提取与趋势监测2004(10)25.HandDJPrinciplesofdatamining2007(07)26.孟小峰;慈祥大数据管理:概念、技术与挑战2013(01)27.覃雄派;王会举;李芙蓉数据管理技术的新格局2013(02)28.ThusooA;ShaoZ;AnthonyS;etaiDatawarehousingandanalyticsinfrastructureatfacebook201029.Goodhope;KenBuildingLinkedIn'sReal-timeActivityDataPipeline2012(02)30.RenZ;XuX;WanJWorkloadcharacterizationonaproductionHadoopcluster:AcasestudyonTaobao201231.BoulonJ;KonwinskiA;QiRChukwa,alarge-scalemonitoringsystem200832.WhatAnalytics,Datamining,BigDatasoftwareyouusedinthepast12monthsforarealproject201333.SallamJHRL;RichardsonJ;HostmannBMagicquadrantforbusinessintelligenccplatforms201134.EconomistTBeyondthepc,SpecialReportonPersonalTEchnology201335.AgrawalPBD;BertinoEChallengesandopportunitieswithbigdata201236.SaltonGAutomaticTextProcessing198937.ManningCD;SchutzeHFoundationsofStatisticalNaturalLanguageProcessing199938.RitterA;ClarkMausamS;EtzioniONamedentityrecognitionintweets:Anexperimentalstudy201139.LiY;HuX;LinHAframeworkforsemisupervisedfeaturegenerationanditsapplicationsinbiomedicalliteraturemining2011(02)40.BleiDMProbabilistictopicmodels2012(04)41.BalinskyH;BalinskyA;SimskeSJAutomatictextsummarizationandsmall-worldnetworks201142.MishraM;HuanJ;BleikSBiomedicaltextcategorizationwithconceptgraphrepresentationsusingacontrolledvocabulary201243.HuJ;FangL;CaoYEnhancingtextclusteringbyleveragingwikipediasemantics200844.MayburyMTNewDirectionsinQuestionAnswering200445.PangB;LeeLOpinionminingandsentimentanalysis2008(1/2)46.PalS;TalwarV;MitraPWebmininginsoftcomputingframework:Relevance,stateoftheartandfuturedirections2002(05)47.ChakrabartiSDataminingforhypertext:Atutorialsurvey2000(02)48.BrinS;PageLTheanatomyofalarge-scalehypertextualWebsearchengine1998(01)49.KonopnickiD;ShmueliOW3qs:AquerysystemfortheworldwideWeb199550.ChakrabartiS;vandenBergM;DomBFocusedcrawling:Snewapproachtotopic-specificWebresourcediscovery1999(11-16)51.DingD;MetzeF;RawatSBeyondaudioandvideoretrieval:Towardsmultimediasummarization201252.LewMS;SebeN;DjerabaCContent-basedmultimediainformationretrieval:Stateoftheartandchallenges2006(01)53.ParkYJ;ChangKNIndividualandgroupbehavior-basedcustomerprofilemodelforpersonalizedproductrecommendation2009(02)54.MaZ;YangY;CaiYKnowledgeadaptationforadhocmultimediaeventdetectionwithfewexemplars201255.HirschJEAnindextoquantifyanindividual'sscientificresearchoutput2005(46)56.WattsDJSixDegrees:TheScienceofaConnectedAge200457.AggarwalCCAnintroductiontosocialnetworkdataanalytics201158.ScellatoS;NoulasA;MascoloCExploitingplacefeaturesinlinkpredictiononlocation-basedsocialnetworks201159.NinagawaA;EguchiKLinkpredictionusingprobabilisticgroupmodelsofnetworkstructure201060.DunlavyDM;KoldaTG;AcarETemporallinkpredictionusingmatrixandtensorfactorizations2011(02)61.LeskovecJ;LangKJ;MahoneyMEmpiricalcomparisonofalgorithmsfornetworkcommunitydetection201062.DuN;WuB;PeiXCommunitydetectioninlargescalesocialnetworks200763.GargS;GuptaT;CarlssonNEvolutionofanonlinesocialaggregationnetwork:Anempiricalstudy200964.AllamanisM;ScellatoS;MascoloCEvolutionofalocationbasedonlinesocialnetwork:Analysisandmodels201265.GongNZ;XuW;HuangLEvolutionofsocialattributenetworks:Measurements,modeling,andimplicationsusinggoogle+201266.ZhelevaE;ShararaH;GetoorLCo-evolutionofsocialandaffiliationnetworks200967.TangJ;SunJ;WangCSocialinfluenceanalysisinlarge-scalenetworks200968.LiY;ChenW;WangYInfluencediffusiondynamicsandinfluencemaximizationinsocialnetworkswithfriendandfoerelationships201369.LappasT;LiuK;TerziEFindingateamofexpertsinsocialnetworks200970.ZhangT;PopesculA;DomBLinearpredictionmodelswithgraphregularizationforweb-pagecategorization20067