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1、AdvancesinMinimumDescriptionLengthAdvancesinMinimumDescriptionAdvancesinMinimumDescriptionLengthLengthTheoryandApplicationseditedbyPeterD.Grünwald,InJaeMyung,andMarkA.PittPeterD.GrünwaldisaresearcheratCWI,theNationalTheprocessofinductiveinference—toinfergeneralResearch
2、InstituteforMathematicsandComputerTheoryandApplicationslawsandprinciplesfromparticularinstances—istheScience,Amsterdam,theNetherlands.Heisalsoaffili-computerscience/machinelearningbasisofstatisticalmodeling,patternrecognition,andatedwithEURANDOM,theEuropeanResearchInst
3、itutemachinelearning.TheminimumdescriptivelengthfortheStudyofStochasticPhenomena,Eindhoven,theOfrelatedinterest(MDL)principle,apowerfulmethodofinductiveinfer-Netherlands.InJaeMyungandMarkA.Pittareprofes-ence,holdsthatthebestexplanation,givenalimitedsorsintheDepartmento
4、fPsychologyandmembersofProbabilisticModelsoftheBrainsetofobserveddata,istheonethatpermitsthegreat-theCenterforCognitiveScienceatOhioStatePerceptionandNeuralFunctionestcompressionofthedata—thatthemoreweareableGrünwald,Myung,University.editedbyRajeshP.N.Rao,BrunoA.Olshau
5、sen,andMichaelS.Lewickitocompressthedata,themorewelearnabouttheThisbooksurveyssomeofthecurrentprobabilisticapproachestomodelingandunderstandingbrainfunction,regularitiesunderlyingthedata.AdvancesinMinimumpresentingtop-downcomputationalmodelsaswellasbottom-upneurallymot
6、ivatedmodels.ThetopicscoveredDescriptionLengthisasourcebookthatwillintroduceNeuralInformationProcessingseriesincludeBayesianandinformation-theoreticmodelsofperception,probabilistictheoriesofneuralcodingandspikethescientificcommunitytothefoundationsofMDL,ABradfordBookti
7、ming,computationalmodelsoflateralandcortico-corticalfeedbackconnections,andthedevelopmentofrecenttheoreticaladvances,andpracticalapplications.receptivefieldpropertiesfromnaturalsignals.PeterD.GrünwaldThebookbeginswithanextensivetutorialonMDL,coveringitstheoreticalunder
8、pinnings,practicalimpli-cationsaswellasitsvariousinterpretations,anditsLearningwithKernelsInJaeMyungunderlyingphiloso
