数据挖掘 intro

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1、DataMiningYingLiu,AssociateProf.,Ph.DUniversityofChineseAcademyofSciencesWelcomeInstructor:YingLiuComputerEngineering,Ph.DNorthwesternUniversity,USAResearchinterestsdatamining,highperformancecomputing,etc.Email:yingliu@ucas.ac.cn2014/9/102InformationTeaching

2、AssistantsMa,Pengshan,sdxmps@126.comWang,Zhongya,enriquewang@126.comYang,Jiajun,398966925@qq.comClass:Monday&Wednesday8:30-10:10,教1-002Website:http://www2.ucas.ac.cn2014/9/103TextbookandReferencesTextbookDataMining,ConceptsandTechniques.JiaweiHanandMicheline

3、Kamber,MorganKaufmann,2006.ReferencesResearchpapers.Tobeannouncedinclass.2014/9/104PrerequisitesDataStructureAlgorithmDatabaseProgramming:C/C++(preferred),Java2014/9/105AMiniSurveyHowmanypeopleweremajorincomputerscience?Howmanypeopletookmachinelearningcours

4、esbefore?Howmanypeopletookstatisticscoursesbefore?Howmanypeopletookdatabasecoursesbefore?2014/9/106GradingSchemeAssignments(30%)2-3homeworkassignmentsCourseProject(30%)Oneproject.Groupproject(3-4students/group)DevelopanalgorithmandhandinaprojectreportTobeev

5、aluatedintechnicalinnovation,performance,thoroughnessofthework,clarityofpresentationFinalExam(40%)Inclass,openbook,opennotes2014/9/107AbouttheProjectChooseatopicfromalistofselectedtopicsReadthroughsomerelatedresearchpapersandfullyunderstandthemImplementandexpe

6、rimentallyevaluatethemajormethodIdentifyprosandconsImprovethemethodineffectivenessorefficiency,implementandexperimentallyevaluateyourimprovement(plus)Writeatechnicalreport2014/9/108HowtoDoaGoodProject?StartearlyIttakestimetounderstandandthinkDiscusswithmeMay

7、beIcangivesomesuggestionsorideasImplementconcretelyUnderstandtheprosandconsThinkcreatively2014/9/109PoliciesStudentsareexpectedtoattendallclassesNolatehomeworkwillbeacceptedAllworkmustbeeffortsofyourown(individualassignment)orofyourapprovedteam(groupassignmen

8、t)NoPlagiarism!2014/9/1010WhyTakeThisCourse?DataminingishotSolvemanyinterestingproblemsinrealapplications,e.g.businessmanagement,marketanalysis