Learning Curves in Machine Learning - SpringerLink

A learning curve shows a measure of predictive performance on a given domain as a function of some measure of varying amounts of learning effort. Skiptomaincontent Skiptotableofcontents EncyclopediaofMachineLearning 2010Edition | Editors: ClaudeSammut,GeoffreyI.Webb Contents Search LearningCurvesinMachineLearningAuthorsAuthorsandaffiliationsClaudia PerlichReferenceworkentryDOI:https://doi.org/10.1007/978-0-387-30164-8_452 3 Citations 1.2k Downloads Howtocite Synonyms Errorcurve;Experiencecurve;Improvementcurve;Trainingcurve Definition Alearningcurveshowsameasureofpredictiveperformanceonagivendomainasafunctionofsomemeasureofvaryingamountsoflearningeffort.ThemostcommonformoflearningcurvesinthegeneralfieldofmachinelearningshowspredictiveaccuracyonthetestexamplesasafunctionofthenumberoftrainingexamplesasinFig. 1. Openimageinnewwindow Thisisapreviewofsubscriptioncontent,logintocheckaccess.RecommendedReadingCortes,C.,Jackel,L.D.,Solla,S.A.,Vapnik,V.,&Denker,J.S.(1994).Learningcurves:Asymptoticvaluesandrateofconvergence.AdvancesinNeuralInformationProcessingSystems,6,327–334.GoogleScholarFlury,B.W.,&Schmid,M.J.(1994).Errorratesinquadraticdiscriminationwithconstraintsonthecovariancematrices.JournalofClassification,11,101–120.zbMATHMathSciNetGoogleScholarKibler,D.,&Langley,P.(1988).Machinelearningasanexperimentalscience.InProceedingsofthethirdEuropeanworkingsessiononlearning,Pittman,Glasgow(pp.81–92).Hingham,MA:KluwerAcademicPublishers.GoogleScholarPerlich,C.,Provost,F.,&Simonoff,J.(2003).Treeinductionvs.logisticregression:Alearning-curveanalysis.JournalofMachineLearningResearch,4,211–255.MathSciNetGoogleScholarShavlik,J.W.,Mooney,R.J.,&Towell,G.G.(1991).Symbolicandneurallearningalgorithms:Anexperimentalcomparison.MachineLearning,6,111–143.GoogleScholarWozniak,R.H.(1999).Introductiontomemory:HermannEbbinghaus(1885/1913).InClassicsinthehistoryofpsychology.Bristol,UK:ThoemmesPress.GoogleScholarWright,T.P.(1936).Factorsaffectingthecostofairplanes.JournalofAeronauticalSciences,3(4),122–128.GoogleScholarCopyrightinformation© SpringerScience+BusinessMedia,LLC 2011AuthorsandAffiliationsClaudia PerlichTherearenoaffiliationsavailable Howtocite Citethisentryas: PerlichC.(2011)LearningCurvesinMachineLearning.In:SammutC.,WebbG.I.(eds)EncyclopediaofMachineLearning.Springer,Boston,MA.https://doi.org/10.1007/978-0-387-30164-8_452 .RIS Papers ReferenceManager RefWorks Zotero .ENW EndNote .BIB BibTeX JabRef Mendeley Aboutthisentry DOI https://doi.org/10.1007/978-0-387-30164-8 PublisherName Springer,Boston,MA PrintISBN 978-0-387-30768-8 OnlineISBN 978-0-387-30164-8 eBookPackages ComputerScience ReferenceModuleComputerScienceandEngineering ReprintsandPermissions Searchbook Searchwithinbook Typeforsuggestions Tableofcontents Previous Page   23 Navigatetopagenumber   of   45 Next Aboutthisreferencework Editorsandaffiliations Bibliographicinformation K KnowledgeDiscovery KohonenMaps L L1-Distance Label LabeledData LanguageBias LaplaceEstimate LatentClassModel LatentFactorModelsandMatrixFactorizations LazyLearning LearningasSearch LearningBayesianNetworks LearningBias LearningByDemonstration LearningByImitation LearningClassifierSystems LearningControl LearningControlRules LearningCurvesinMachineLearning LearningfromComplexData