overview of data mining

overview of data mining

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时间:2018-02-10

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1、1OverviewofdataminingThisfirstchapterdefinesdataminingandsetsoutitsmainapplicationsandcontributionstodatabasemarketing,customerrelationshipmanagementandotherfinancial,industrial,medicalandscientificfields.Italsoconsidersthepositionofdatamininginrelationtostatistics,whichprovide

2、sitwithmanyofitsmethodsandtheoreticalconcepts,andinrelationtoinformationtechnology,whichprovidestherawmaterial(data),thecomputingresourcesandthecommu-nicationchannels(theoutputoftheresults)toothercomputerapplicationsandtotheusers.Wewillalsolookatthelegalconstraintsonperson

3、aldataprocessing;theseconstraintshavebeenestablishedtoprotecttheindividuallibertiesofpeoplewhosedataarebeingprocessed.Thechapterconcludeswithanoutlineofthemainfactorsinthesuccessofaproject.1.1Whatisdatamining?Dataminingandstatistics,formerlyconfinedtothefieldsoflaboratoryres

4、earch,clinicaltrials,actuarialstudiesandriskanalysis,arenowspreadingtonumerousareasofinvestigation,rangingfromtheinfinitelysmall(genomics)totheinfinitelylarge(astrophysics),fromthemostgeneral(customerrelationshipmanagement)tothemostspecialized(assistancetopilotsinaviation),f

5、romthemostopen(e-commerce)tothemostsecret(preventionofterrorism,frauddetectioninmobiletelephonyandbankcardapplications),fromthemostpractical(qualitycontrol,productionmanagement)tothemosttheoretical(humansciences,biology,medicineandpharmacology),andfromthemostbasic(agricult

6、uralandfoodscience)tothemostentertaining(audiencepredictionfortelevision).Fromthislistalone,itisclearthattheapplicationsofdataminingandstatisticscoveraverywidespectrum.Themostrelevantfieldsarethosewherelargevolumesofdatahavetobeanalysed,sometimeswiththeaimofrapiddecisionmak

7、ing,asinthecaseofsomeoftheexamplesgivenabove.Decisionassistanceisbecominganobjectiveofdataminingandstatistics;wenowexpectthesetechniquestodomorethansimplyprovideamodelofrealitytohelpustounderstandit.Thisapproachisnotcompletelynew,andisalreadyestablishedinmedicine,wheresome

8、treatmentshavebeendevelopedonthebasisofstatisticalanalysis,eventhoughthebiologicalmechani

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