数据挖掘_intro

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1、DataMiningYingLiu,AssociateProf.,Ph.DUniversityofChineseAcademyofSciencesResearchCenteronFictitiousEconomyandDataScienceWelcomeInstructor:YingLiuComputerEngineering,Ph.DNorthwesternUniversity,USAResearchinterestsdatamining,highperformancecomputing,etc.

2、Email:yingliu@gucas.ac.cn2012/9/112InformationTeachingAssistantsGuoyuOu,ouguoyu10@mails.gucas.ac.cnRenliangZhao,zhaorenliang1@126.comClass:Mon&Wed10:00-11:50am,S301Website:http://www2.gucas.ac.cn2012/9/113TextbookandReferencesTextbookDataMining,Conc

3、eptsandTechniques.JiaweiHanandMichelineKamber,MorganKaufmann,2006.ReferencesResearchpapers.Tobeannouncedinclass.2012/9/114PrerequisitesDataStructureAlgorithmDatabaseProgramming:C/C++(preferred),Java2012/9/115AMiniSurveyHowmanypeopleweremajorincompute

4、rscience?Howmanypeopletookmachinelearningcoursesbefore?Howmanypeopletookstatisticscoursesbefore?Howmanypeopletookdatabasecoursesbefore?2012/9/116GradingSchemeAssignments(30%)2-3homeworkassignmentsCourseProject(30%)Oneproject.Groupproject(3-4students/

5、group).Developanalgorithmandhandinaprojectreport.Tobeevaluatedintechnicalinnovation,performance,thoroughnessofthework,clarityofpresentationFinalExam(40%)Inclass,openbook,opennotes2012/9/117AbouttheProjectChooseatopicfromalistedofselectedtopicsReadthro

6、ughrelatedresearchpapersandfullyunderstandthemImplementandexperimentallyevaluatethemajormethodIdentifyprosandconsImprovethemethodineffectivenessorefficiency,implementandexperimentallyevaluateyourimprovement(plus)Writeatechnicalreport2012/9/118HowtoDoaGo

7、odProject?StartearlyIttakestimetounderstandandthinkDiscusswithmeMaybeIcangivesomesuggestionsorideasImplementconcretelyUnderstandtheprosandconsThinkcreatively2012/9/119PoliciesStudentsareexpectedtoattendallclassesNolatehomeworkwillbeacceptedAllwork

8、mustbeeffortsofyourown(individualassignment)orofyourapprovedteam(groupassignment)NoPlagiarism!2012/9/1110WhyTakeThisCourse?DataminingishotSolvemanyinterestingproblemsinrealapplications,e.g.businessma