Preliminary Data Analysis | SpringerLink
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The objectives of preliminary data analysis are to edit the data to prepare it for further analysis, describe the key features of the data, ... Skiptomaincontent Advertisement SearchSpringerLink Search AbstractTheobjectivesofpreliminarydataanalysisaretoeditthedatatoprepareitforfurtheranalysis,describethekeyfeaturesofthedata,andsummarizetheresults.Thischapterdealswithquantitativeandqualitativeapproachestoachievingtheseobjectives.Topicscoveredincludescalesofmeasurement,typesofdata,graphicalmethodsofanalysisᾢincludinghistograms,probabilityplots,andothergraphicalrepresentationsofdata,andbasicdescriptivestatisticsᾢmean,median,fractiles,standarddeviation,andsoforth.Thechapterconcludeswithadiscussionoftheuseofprobabilityplotsinpreliminarymodelselection.KeywordsWeibullDistributionClaimDataProbabilityPlotWeibullModelEmpiricalDistributionFunctionThesekeywordswereaddedbymachineandnotbytheauthors.Thisprocessisexperimentalandthekeywordsmaybeupdatedasthelearningalgorithmimproves. Thisisapreviewofsubscriptioncontent,accessviayourinstitution. Buyingoptions Chapter EUR 24.95 PriceexcludesVAT(Singapore) DOI:10.1007/978-0-85729-647-4_8 Chapterlength:31pages InstantPDFdownload Readableonalldevices Ownitforever Exclusiveofferforindividualsonly Taxcalculationwillbefinalisedduringcheckout BuyChapter eBook EUR 171.19 PriceincludesVAT(Singapore) ISBN:978-0-85729-647-4 InstantPDFdownload Readableonalldevices Ownitforever Exclusiveofferforindividualsonly Taxcalculationwillbefinalisedduringcheckout BuyeBook SoftcoverBook EUR 205.59 PriceexcludesVAT(Singapore) ISBN:978-1-4471-2702-4 Dispatchedin3to5businessdays Exclusiveofferforindividualsonly FreeshippingworldwideShippingrestrictionsmayapply,checktoseeifyouareimpacted. 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Taxcalculationwillbefinalisedduringcheckout BuyHardcoverBook Learnaboutinstitutionalsubscriptions Fig.8.1Fig.8.2Fig.8.3Fig.8.4Fig.8.5Fig.8.6Fig.8.7Fig.8.8Fig.8.9Fig.8.10Fig.8.11Fig.8.12Fig.8.13 Notes1.Someothersoftwarepackages,includingSplus(http://www.insightful.com)andR-language(http://cran.r-project.org/)arealsousedinlaterChapters.2.Inaveryrealsense,probabilityandstatisticsareinversesofoneanother.Probabilitydealswithmodelsofrandomnessthatcanbeusedtomakestatementsaboutthekindsofdatathatmayoccur.Statisticsdealswiththeuseofdatatomakestatementsaboutthemodel.3.Relatedtermsarepercentileandquantile.4.TheexceptionoccursiftheCDFisconstantoversomeintervalandincreasingoneithersideoftheinterval.5.Minitabremovessmallestandlargest5%(usingthenearestintegerto.05n).Thisusuallyremovesthevaluescausingthedistortionandprovidesamoremeaningfulmeasure.Other(lessdrastic)methodsofdealingwithoutlierswillbediscussedinChap.9.6.ThesubscriptsisforCharlesSpearman,whodevisedthemeasurein1904.7.ThestepsmayvarywithrespecttotheversionoftheMinitabsoftware.8.Asnotedbyawell-knownstatistician,OscarKempthorne,“Nomodeliscorrect.Butsomeareuseful!”.9.Infact,the“goodness-of-fit”statisticisgivenasAD*=0.436,whichindicatesarelativelygoodfit.ThiswillbediscussedfurtherinChap.10. ReferencesBerryM(2004)Surveyoftextmining:clustering,classificationandretrieval.Springer,NewYorkMATH GoogleScholar BlischkeWR,MurthyDNP(2000)Reliability.Wiley,NewYorkMATH CrossRef GoogleScholar CiosKJ,PedryczW,SwiniarskiRW,KurganLA(2007)Datamining:aknowledgediscoveryapproach.SpringerScience,NewYorkMATH GoogleScholar FamiliA,ShenWM,WeberR,SimoudisE(1997)Datapreprocessingandintelligentdataanalysis.IntellDataAnal1:3ᾢ23CrossRef GoogleScholar JeskeDR,LiuRY(2007)Miningandtrackingmassivetextdata:classification,constructionoftrackingstatistics,andinferenceundermisclassification.Technometrics49:116ᾢ128MathSciNet CrossRef GoogleScholar JohnsonNL,KotzS(1970)Continuousunivariatedistributionᾢ1.WileyInterscience,NewYork GoogleScholar KimW,ChoiBJ,HongEK,KimSO,LeeD(2003)Ataxonomyofdirtydata.IntellDataAnal7:81ᾢ90MathSciNet GoogleScholar MakkonenL(2008)Bringingclosuretotheplottingpositioncontroversy.CommunStatistTheoryandMethods37:460ᾢ467MathSciNet MATH CrossRef GoogleScholar MeekerWQ,EscobarLA(1998)Statisticalmethodsforreliabilitydata.WileyInterscience,NewYorkMATH GoogleScholar MooreDS,McCabeGP,CraigB(2007)Introductiontothepracticeofstatistics.WHFreeman,NewYork GoogleScholar MurthyDNP,XieM,JiangR(2004)Weibullmodels.WileyInterscience,NewYorkMATH GoogleScholar RyanTP(2007)Modernengineeringstatistics.Wiley,NewYorkMATH CrossRef GoogleScholar SchmidCF(1983)Statisticalgraphics.WileyInterscience,NewYork GoogleScholar TufteER(1983)Thevisualdisplayofquantitativeinformation.GraphicsPress,Cheshire,CT GoogleScholar TufteER(1989)Envisioninginformation.GraphicsPress,Cheshire,CT GoogleScholar TufteER(1997)Visualexplanations.GraphicsPress,Cheshire,CTMATH GoogleScholar WeibullW(1939)AStatisticaltheoryofthestrengthofmaterial.Igni²sAkademiensHandligar,Stockholm GoogleScholar DownloadreferencesAuthorinformationAuthorsandAffiliations5401KatherineAvenue,91401-4922,ShermanOaks,LosAngeles,CA,USAWallaceR.BlischkeDepartmentofStatistics,RajshahiUniversity,Rajshahi,BangladeshM.RezaulKarimSchoolofMechanicalandMiningEngineering,TheUniversityofQueensland,Brisbane,QLD,4072,AustraliaD.N.PrabhakarMurthyAuthorsWallaceR.BlischkeViewauthorpublicationsYoucanalsosearchforthisauthorin PubMed GoogleScholarM.RezaulKarimViewauthorpublicationsYoucanalsosearchforthisauthorin PubMed GoogleScholarD.N.PrabhakarMurthyViewauthorpublicationsYoucanalsosearchforthisauthorin PubMed GoogleScholarCorrespondingauthorCorrespondenceto WallaceR.Blischke.RightsandpermissionsReprintsandPermissionsCopyrightinformation©2011Springer-VerlagLondonLimitedAboutthischapterCitethischapterBlischke,W.R.,RezaulKarim,M.,PrabhakarMurthy,D.N.(2011).PreliminaryDataAnalysis. In:WarrantyDataCollectionandAnalysis.SpringerSeriesinReliabilityEngineering.Springer,London.https://doi.org/10.1007/978-0-85729-647-4_8Downloadcitation.RIS.ENW.BIBDOI:https://doi.org/10.1007/978-0-85729-647-4_8Published:27July2011 PublisherName:Springer,London PrintISBN:978-0-85729-646-7 OnlineISBN:978-0-85729-647-4eBookPackages:EngineeringEngineering(R0)SharethischapterAnyoneyousharethefollowinglinkwithwillbeabletoreadthiscontent:GetshareablelinkSorry,ashareablelinkisnotcurrentlyavailableforthisarticle.Copytoclipboard ProvidedbytheSpringerNatureSharedItcontent-sharinginitiative Buyingoptions Chapter EUR 24.95 PriceexcludesVAT(Singapore) DOI:10.1007/978-0-85729-647-4_8 Chapterlength:31pages InstantPDFdownload Readableonalldevices Ownitforever Exclusiveofferforindividualsonly Taxcalculationwillbefinalisedduringcheckout BuyChapter eBook EUR 171.19 PriceincludesVAT(Singapore) ISBN:978-0-85729-647-4 InstantPDFdownload Readableonalldevices Ownitforever Exclusiveofferforindividualsonly Taxcalculationwillbefinalisedduringcheckout BuyeBook SoftcoverBook EUR 205.59 PriceexcludesVAT(Singapore) ISBN:978-1-4471-2702-4 Dispatchedin3to5businessdays Exclusiveofferforindividualsonly FreeshippingworldwideShippingrestrictionsmayapply,checktoseeifyouareimpacted. 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