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DataMining:
ConceptsandTechniques
—Chapter1—
—Introduction—JiaweiHanandMichelineKamberDepartmentofComputerScienceUniversityofIllinoisatUrbana-Champaign/~hanj?2006JiaweiHanandMichelineKamber.Allrightsreserved.5/22/20231DataMining:ConceptsandTechniques5/22/20232DataMining:ConceptsandTechniquesDataandInformationSystems
(DAIS:)CourseStructuresatCS/UIUCCoverage:Database,datamining,textinformationsystemsandbioinformaticsDataminingIntro.todatawarehousingandmining(CS412:Han—Fall)Datamining:Principlesandalgorithms(CS512:Han—Spring)Seminar:AdvancedTopicsinDatamining(CS591Han—FallandSpring.1creditunit)IndependentStudy:onlyifyouseriouslyplantodoyourPh.D.ondataminingandtrytodemonstrateyourabilityDatabaseSystems:Databasemgmtsystems(CS411:KevinChangFallandSpring)Advanceddatabasesystems(CS511:KevinChangFall)TextinformationsystemsTextinformationsystem(CS410ChengXiangZhai)BioinformaticsIntroductiontoBioInformatics(SaurabhSinha)CS591SeminaronBioinformatics(Sinha,Zhai,Han,Schatz,Zhong)5/22/20233DataMining:ConceptsandTechniquesCS412Coverage(Chapters1-7ofThisBook)ThebookwillbecoveredintwocoursesatCS,UIUCCS412:Introductiontodatawarehousinganddatamining(Fall)CS512:Datamining:Principlesandalgorithms(Spring)CS412CoverageIntroductionDataPreprocessingDataWarehouseandOLAPTechnology:AnIntroductionAdvancedDataCubeTechnologyandDataGeneralizationMiningFrequentPatterns,AssociationandCorrelationsClassificationandPredictionClusterAnalysis5/22/20234DataMining:ConceptsandTechniquesCS512Coverage(Chapters8-11ofThisBook)Miningdatastreams,time-series,andsequencedataMininggraphs,socialnetworksandmulti-relationaldataMiningobject,spatial,multimedia,textandWebdataMiningcomplexdataobjectsSpatialandspatiotemporaldataminingMultimediadataminingTextminingWebminingApplicationsandtrendsofdataminingMiningbusiness&biologicaldataVisualdataminingDataminingandsociety:Privacy-preservingdataminingAdditional(oftencurrent)themescouldbeaddedtothecourse5/22/20235DataMining:ConceptsandTechniques5/22/20236DataMining:ConceptsandTechniquesChapter1.IntroductionMotivation:Whydatamining?Whatisdatamining?DataMining:Onwhatkindofdata?DataminingfunctionalityClassificationofdataminingsystemsTop-10mostpopulardataminingalgorithmsMajorissuesindataminingOverviewofthecourse5/22/20237DataMining:ConceptsandTechniquesWhyDataMining?TheExplosiveGrowthofData:fromterabytestopetabytesDatacollectionanddataavailabilityAutomateddatacollectiontools,databasesystems,Web,computerizedsocietyMajorsourcesofabundantdataBusiness:Web,e-commerce,transactions,stocks,…Science:Remotesensing,bioinformatics,scientificsimulation,…Societyandeveryone:news,digitalcameras,YouTubeWearedrowningindata,butstarvingforknowledge!
“Necessityisthemotherofinvention”—Datamining—Automatedanalysisofmassivedatasets5/22/20238DataMining:ConceptsandTechniquesEvolutionofSciencesBefore1600,empiricalscience1600-1950s,theoreticalscienceEachdisciplinehasgrownatheoreticalcomponent.Theoreticalmodelsoftenmotivateexperimentsandgeneralizeourunderstanding.1950s-1990s,computationalscienceOverthelast50years,mostdisciplineshavegrownathird,computationalbranch(e.g.empirical,theoretical,andcomputationalecology,orphysics,orlinguistics.)ComputationalSciencetraditionallymeantsimulation.Itgrewoutofourinabilitytofindclosed-formsolutionsforcomplexmathematicalmodels.1990-now,datascienceThefloodofdatafromnewscientificinstrumentsandsimulationsTheabilitytoeconomicallystoreandmanagepetabytesofdataonlineTheInternetandcomputingGridthatmakesallthesearchivesuniversallyaccessibleScientificinfo.management,acquisition,organization,query,andvisualizationtasksscalealmostlinearlywithdatavolumes.Dataminingisamajornewchallenge!JimGrayandAlexSzalay,TheWorldWideTelescope:AnArchetypeforOnlineScience,Comm.ACM,45(11):50-54,Nov.20025/22/20239DataMining:ConceptsandTechniquesEvolutionofDatabaseTechnology1960s:Datacollection,databasecreation,IMSandnetworkDBMS1970s:Relationaldatamodel,relationalDBMSimplementation1980s:RDBMS,advanceddatamodels(extended-relational,OO,deductive,etc.)Application-orientedDBMS(spatial,scientific,engineering,etc.)1990s:Datamining,datawarehousing,multimediadatabases,andWebdatabases2000sStreamdatamanagementandminingDatamininganditsapplicationsWebtechnology(XML,dataintegration)andglobalinformationsystems
5/22/202310DataMining:ConceptsandTechniquesWhatIsDataMining?Datamining(knowledgediscoveryfromdata)Extractionofinteresting(non-trivial,
implicit,previouslyunknownandpotentiallyuseful)
patternsorknowledgefromhugeamountofdataDatamining:amisnomer?AlternativenamesKnowledgediscovery(mining)indatabases(KDD),knowledgeextraction,data/patternanalysis,dataarcheology,datadredging,informationharvesting,businessintelligence,etc.Watchout:Iseverything“datamining”?Simplesearchandqueryprocessing(Deductive)expertsystems5/22/202311DataMining:ConceptsandTechniquesKnowledgeDiscovery(KDD)ProcessDatamining—coreofknowledgediscoveryprocessDataCleaningDataIntegrationDatabasesDataWarehouseKnowledgeTask-relevantDataSelectionDataMiningPatternEvaluation5/22/202312DataMining:ConceptsandTechniquesDataMiningandBusinessIntelligence
IncreasingpotentialtosupportbusinessdecisionsEndUserBusinessAnalystDataAnalystDBADecision
MakingDataPresentationVisualizationTechniquesDataMiningInformationDiscoveryDataExplorationStatisticalSummary,Querying,andReportingDataPreprocessing/Integration,DataWarehousesDataSourcesPaper,Files,Webdocuments,Scientificexperiments,DatabaseSystems5/22/202313DataMining:ConceptsandTechniquesDataMining:ConfluenceofMultipleDisciplines
DataMiningDatabaseTechnologyStatisticsMachineLearningPatternRecognitionAlgorithmOtherDisciplinesVisualization5/22/202314DataMining:ConceptsandTechniquesWhyNotTraditionalDataAnalysis?TremendousamountofdataAlgorithmsmustbehighlyscalabletohandlesuchastera-bytesofdataHigh-dimensionalityofdataMicro-arraymayhavetensofthousandsofdimensionsHighcomplexityofdataDatastreamsandsensordataTime-seriesdata,temporaldata,sequencedataStructuredata,graphs,socialnetworksandmulti-linkeddataHeterogeneousdatabasesandlegacydatabasesSpatial,spatiotemporal,multimedia,textandWebdataSoftwareprograms,scientificsimulationsNewandsophisticatedapplications5/22/202315DataMining:ConceptsandTechniquesMu江lt分i-殃Di糞me穿ns近io綠na舞l撤Vi伸ew黨o璃f組Da賢ta姓M唉in色in胖gDa貞ta棋t東o莖be池m必in和edRe帽la預(yù)ti做on鬧al防,慎da急ta賽w啊ar雨eh詢ou烤se聲,笨tr怠an洗sa物ct牽io省na以l,護s網(wǎng)tr館ea翅m,館o擱bj嶼ec立t-往or崇ie位nt膠ed錢/r哭el狂at浪io戰(zhàn)na晚l,雜a穴ct帽iv禾e,紫s預(yù)pa跟ti夜al環(huán),彈ti拔me陵-s讓er囑ie燭s,映t蝴ex酒t,凳m過ul誰ti孟-m謎ed治ia耗,腥he葉te廚ro化ge俯ne墊ou濫s,巧l寬eg評ac釣y,私W頁WWKn刑ow谷le果dg壩e渴to駐b量e輪mi導(dǎo)ne沒dCh六ar夏ac尖te壩ri板za姿ti練on給,罷di怎sc魚ri芒mi呼na逗ti梢on律,溪as缸so推ci多at荒io綁n,瞧c勤la歸ss靜if味ic楊at告io肝n,覆c晶lu柳st短er劣in梯g,刑t墾re雄nd倚/d球ev駝ia險ti久on膨,繡ou姻tl色ie枕r致an反al味ys槽is向,生et重c.Mu僑lt然ip遇le福/i眉nt賽eg莖ra稱te廣d腿fu確nc殘ti復(fù)on昏s些an繭d怒mi揮ni濟ng糕a靠t徐mu浮lt價ip牽le駛l娛ev社el輕sTe搬ch寄ni旨qu疤es老u廈ti惠li燙ze基dDa咱ta汽ba掃se魯-o蛋ri已en轉(zhuǎn)te方d,轎d誤at己a艦wa學(xué)re廚ho扭us冬e棒(O菜LA爭P)軌,緊ma滴ch磚in抓e劑le早ar則ni父ng與,碑st舟at劫is過ti吹cs妨,供vi班su尖al售iz按at瞎io覽n,湊e匹tc慕.Ap共pl青ic營at你io梳ns坊a砌da廁pt飽edRe管ta賴il同,總te距l(xiāng)e歡co棵mm壯un刪ic唇at曲io蛙n,牙b遲an胖ki銅ng晃,貸fr線au傳d六an霧al攪ys擴is隙,徒bi化o-扛da政ta斥m溉in穿in飽g,頃s濟to蝦ck郵m曲ar寧ke在t錢an細al起ys粗is環(huán),與te搭xt請m井in薄in倦g,鳴W憂eb嶼m御in丑in仔g(shù),專e球tc兄.5/鐵18鍛/2靜02從316Da駐ta蜘M秤in壟in住g:沖C頓on請ce臂pt卵s疏an亡d發(fā)Te栗ch蕩ni妨qu柿esDa方ta睛M規(guī)in意in化g:棗C罩la蔽ss朽if系ic撤at飲io誓n乎Sc從he匹me友sGe霉ne乳ra厘l滔fu敢nc懲ti麻on弱al環(huán)it煌yDe順sc惹ri身pt持iv沿e案da靈ta摔m睡in屬in傾gPr削ed瞇ic糖ti箏ve托d稀at欄a碰mi夏ni槍ngDi躍ff尸er來en馬t炒vi吸ew兵s撐le吊ad童t晃o狹di高ff嫂er車en批t悟cl鉆as警si富fi噸ca榜ti夸on陸sDa竭tavi霜ew更:魚Ki茄nd摩s距of屬d判at絲式a拔to割b頓e犬mi策ne剃dKn蜘ow筋le待dg險evi賠ew凈:講Ki稅nd拖s搭of到k盟no希wl宗ed喬ge府t蒼o斗be惑d璃is罵co翼ve云re傾dMe攝th校odvi設(shè)ew宣:蛙Ki付nd祝s遙of忽t去ec懶hn花iq右ue迫s擦ut墨il煮iz氧edAp棄pl爭ic捷at潔io驕nvi冤ew毒:斑Ki左nd市s落of魔a作pp嫁li泳ca鹿ti殺on膠s用ad耀ap售te狠d5/考18臘/2雪02顫317Da儲ta田M縫in備in穗g:傘C僑on宗ce銅pt漂s福an爺d建Te串ch責(zé)ni糞qu痕esDa示ta綁M塔in飾in儀g:惠O何n逃Wh賴at運K齡in架ds郵o墊f揪Da宵ta起?Da堪ta斥ba障se轟-o揀ri勁en爸te搭d炸da須ta枝s引et紛s頌an駱d春ap春pl更ic敘at等io細nsRe悲la磁ti驕on微al拍d現(xiàn)at答ab森as按e,圣d掀at殼a休wa慰re友ho曬us跟e,面t甚ra腫ns共ac蠢ti隊on待al繩d批at興ab箱as精eAd纖va勞nc畜ed盛d析at候a煙se年ts曉a壇nd脖a跪dv抹an達ce捕d蓄ap靜pl抖ic寄at礦io慚nsDa倒ta考s分tr亮ea客ms辛a老nd藍s酸en鋸so雕r搜da磁taTi構(gòu)me農(nóng)-s窄er若ie永s析da皆ta協(xié),壁te拌mp辛or裁al抵d榆at舉a,陪s蛇eq所ue哥nc尚e挪da束ta山(傍in恐cl暮.減bi階o-抹se寺qu賴en貧ce亦s)St淚ru范ct啟ur炒e貪da鄙ta違,北gr脹ap擊hs有,橋so逼ci月al普n佛et腦wo決rk照s皆an強d芬mu仁lt我i-音li監(jiān)nk濤ed逐d巨at豬aOb允je侄ct講-r鵝el盈at龍io消na跌l旱da舞ta運ba殖se雞sHe標te爬ro棉ge遣ne衡ou章s金da勾ta召ba屑se爆s慕an掃d裕le段ga匯cy停d左at霧ab凍as真esSp漂at阻ia段l柿da豪ta梁a柔nd誕s排pa李ti尚ot腔em賠po啞ra舍l所da展taMu賞lt絞im蚊ed膏ia學(xué)d戒at蜓ab壁as運eTe或xt繡d間at絹ab碎as需esTh殿e基Wo請rl友d-錄Wi陡de炸W嬸eb5/賤18容/2肺02反318Da斯ta綠M近in挎in捎g:漆C敗on虎ce竭pt催s吐an笛d退Te陣ch飯ni朽qu裳esDa響ta都M埋in沉in佛g貝Fu于nc供ti藏on午al謎it正ie肢sMu桂lt眉id技im太en題si費on奧al賓c耀on把ce父pt康d獵es虛cr研ip硬ti炊on罩:順Ch堪ar呈ac砍te渴ri緞za宅ti住on掉a芬nd傲d插is常cr芝im食in傭at叛io琴nGe甘ne冠ra型li疊ze澆,授su京mm臂ar河iz勿e,侵a森nd盒c貪on蘋tr癢as傻t覆da畏ta出c捆ha封ra霞ct故er叮is略ti陣cs龜,鐵e.博g.變,粱dr辮y映vs跌.風(fēng)we泡t攏re贏gi楊on渴sFr孤eq卸ue全nt渠p圈at句te達rn蹦s,猴a紅ss鑰oc療ia材ti哨on催,擇co著rr厚el院at躺io投n瞞vs混.魂ca偉us購al堂it坡yDi擊ap想erBe立er滋[艙0.謹5%攤,科75逮%]帆(C壇or將re織la雨ti閥on嫌o赤r圓ca停us撒al文it坊y?誕)Cl舞as盛si拳fi蔬ca靜ti寇on員a沉nd積p姥re碰di參ct項io圣nCo攀ns耽tr屠uc瘋t筆mo鼻de匯ls岡(鈔fu貢nc稀ti嬌on魔s)兔t蔽ha膨t奶de醬sc施ri妙be擇a挪nd版d斃is塵ti奪ng松ui撞sh宰c悟la爬ss資es副o更r株co寒nc撞ep押ts買f趴or災(zāi)f判ut也ur拘e態(tài)pr險ed偉ic毀ti著onE.福g.爽,勤cl矛as乒si靜fy確c皇ou嚇nt韻ri竭es童b徒as哈ed霧o紹n提(c城li里ma魂te潮),自o愚r(nóng)存cl助as耗si且fy騰c栗ar乖s旁ba連se存d族on森(溝ga哄s磁mi思le跨ag年e)Pr淘ed乏ic簽t父so秀me縱u箱nk燥no冷wn案o鏡r鞭mi呆ss耀in砍g抄nu速me責(zé)ri屠ca揀l那va振lu鞭es5/慶18計/2爆02晃319Da瓶ta樸M潔in犁in擱g:亦C膏on攝ce毛pt淘s目an售d叉Te沿ch坑ni幫qu久esDa蔽ta允M神in騙in嘉g戀Fu幼nc掩ti疾on續(xù)al瞧it勁ie輩s收(2宜)Cl兩us緊te帽r閱an本al珠ys奶isCl禽as箏s須la拌be照l掉is閉u帖nk鄭no屠wn葬:童Gr恨ou梁p焦da齊ta啊t缸o織fo宇rm信n燥ew肯c而la招ss即es模,耕e.助g.勝,尊cl昌us啦te盯r辨ho蠻us泰es旱t麗o疊fi盜nd塑d鴉is梨tr壟ib食ut逐io拾n皺pa戀tt援er騎nsMa衣xi鑒mi良zi探ng狠i伏nt搞ra養(yǎng)-c逮la蔽ss射s脂im詳il圾ar較it所y莖&脾mi聰ni強mi賴zi珍ng潑i景nt沈er索cl招as繞s艘si貴mi過la滑ri潔tyOu輕tl鋒ie瓦r淘an飲al霜ys片isOu原tl役ie摔r:輩D卻at它a藝ob浮je齡ct裝t古ha別t瘦do始es梁n場ot漆c雅om澇pl嗎y詠wi付th紐奉t院he蔑g添en峽er爭al霧b抓eh增av棄io途r磚of政t嘩he呢d迅at筒aNo遮is昨e精or炸e蠢xc抽ep林ti酷on濃?品Us危ef超ul著i子n靜fr纏au臥d當(dāng)de悔te答ct督io膀n,腰r助ar泛e沃ev曉en老ts日a閑na艇ly竄si停sTr球en野d系an朱d兔ev源ol事ut懇io暢n憶an土al探y(tǒng)s舍isTr詞en純d憲an緣瑞d稀de彼vi宮at炮io媽n:潤e站.g祥.,軌r脊eg順re盾ss穴io招n逆an剪al偵ys竟isSe限qu憑en繞ti臂al回p紛at冬te醒rn注m鞭in煮in樂g:盟e柄.g舒.,困d狐ig基it樹al四c媽am摸er柴a途la刊rg車e設(shè)SD捆m散em礎(chǔ)or鏡yPe侄ri剩od顛ic鋤it比y皺an政al隊ys撓isSi奇mi餓la的ri暈ty熄-b叫as妻ed好a膛na倒ly眾si褲sOt壺he犯r陜pa未tt顫er福n-茂di滑re門ct陰ed倍o薯r撕st撲at袋is推ti汪ca裕l訓(xùn)an拍al弦ys眠es5/鮮18概/2衡02是320Da業(yè)ta帥M帝in茅in現(xiàn)g:擊C拋on什ce霞pt黃s繩an弦d怖Te燥ch屋ni泊qu妹esTo盛p-絞10鄭M腰os罵t對Po檔pu蹈la陳r鹿DM敵A諷lg膛or次it雜hm唐s:騾1犧8饅Id初en覽ti斑fi慢ed引C妻an曠di蠢da抗te這s穴(I威)Cl輕as座si績fi百ca漂ti早on#1膏.章C4憶.5踐:舒Qu屈in短la蠻n,根J攤.忽R.逢C優(yōu)4.扣5:嶄P對ro爬gr悅am輩s款fo什r平Ma煮ch看in傷e遮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