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1、FoundationsofMachineLearningAdaptiveComputationandMachineLearningThomasDietterich,EditorChristopherBishop,DavidHeckerman,MichaelJordan,andMichaelKearns,AssociateEditorsAcompletelistofbookspublishedinTheAdaptiveComputationsandMachineLearningseriesappearsatthebackofth
2、isbook.FoundationsofMachineLearningMehryarMohri,AfshinRostamizadeh,andAmeetTalwalkarTheMITPressCambridge,MassachusettsLondon,Englandc2012MassachusettsInstituteofTechnologyAllrightsreserved.Nopartofthisbookmaybereproducedinanyformbyanyelectronicormechanicalmeans(inc
3、ludingphotocopying,recording,orinformationstorageandretrieval)withoutpermissioninwritingfromthepublisher.MITPressbooksmaybepurchasedatspecialquantitydiscountsforbusinessorsalespromotionaluse.Forinformation,pleaseemailspecialsales@mitpress.mit.eduorwritetoSpecialSale
4、sDepartment,TheMITPress,55HaywardStreet,Cam-bridge,MA02142.ThisbookwassetinLATEXbytheauthors.PrintedandboundintheUnitedStatesofAmerica.LibraryofCongressCataloging-in-PublicationDataMohri,Mehryar.Foundationsofmachinelearning/MehryarMohri,AfshinRostamizadeh,andAmeetTa
5、lwalkar.p.cm.-(Adaptivecomputationandmachinelearningseries)Includesbibliographicalreferencesandindex.ISBN978-0-262-01825-8(hardcover:alk.paper)1.Machinelearning.2.Computeralgorithms.I.Rostamizadeh,Afshin.II.Talwalkar,Ameet.III.Title.Q325.5.M642012006.3’1-dc232012007
6、24910987654321ContentsPrefacexi1Introduction11.1Applicationsandproblems........................11.2Definitionsandterminology.......................31.3Cross-validation..............................51.4Learningscenarios............................71.5Outline..........
7、........................82ThePACLearningFramework112.1ThePAClearningmodel.........................112.2Guaranteesforfinitehypothesissets—consistentcase........172.3Guaranteesforfinitehypothesissets—inconsistentcase.......212.4Generalities..............................
8、..242.4.1Deterministicversusstochasticscenarios............242.4.2Bayeserrorandnoise......................252.4.3Estimationandapproximatio
