statistical mechanics of learning

《statistical mechanics of learning》由会员上传分享，免费在线阅读，更多相关内容在学术论文-天天文库。

1、ThispageintentionallyleftblankStatisticalMechanicsofLearningStatisticalMechanicsofLearningA.EngelOttovonGuerickeUniversity,Magdeburg,GermanyC.VandenBroeckLimburgsUniversitairCentrum,Diepenbeek,BelgiumThePittBuilding,TrumpingtonStreet,Cambri

2、dge,UnitedKingdomTheEdinburghBuilding,CambridgeCB22RU,UK40West20thStreet,NewYork,NY10011-4211,USA477WilliamstownRoad,PortMelbourne,VIC3207,AustraliaRuizdeAlarcón13,28014Madrid,SpainDockHouse,TheWaterfront,CapeTown8001,SouthAfricahttp://www.cambridge.org©CambridgeUnivers

3、ityPress2004Firstpublishedinprintedformat2001ISBN0-511-02021-XeBook(netLibrary)ISBN0-521-77307-5hardbackISBN0-521-77479-9paperbackContentsPrefacepageix1GettingStarted11.1Artificialneuralnetworks11.2Asimpleexample41.3Generalsetup81.4Problems132PerceptronLearningBasics142.1Gibbslearning142.2Thean

4、nealedapproximation182.3TheGardneranalysis222.4Summary272.5Problems293AChoiceofLearningRules333.1TheHebbrule333.2Theperceptronrule363.3Thepseudo-inverserule373.4Theadalinerule393.5Maximalstability403.6TheBayesrule423.7Summary463.8Problems464AugmentedStatisticalMechanicsFormulation494.1Maximals

5、tabilities494.2Gibbslearningatnon-zerotemperature524.3Generalstatisticalmechanicsformulation564.4Learningrulesrevisited594.5Theoptimalpotential634.6Summary64vviContents4.7Problems655NoisyTeachers695.1Sourcesofnoise695.2Tryingperfectlearning725.3Learningwitherrors785.4Refinements805.5Summary825.

6、6Problems836TheStorageProblem856.1Thestoragecapacity856.2Countingdichotomies:theCoveranalysis896.3Galileanpastiche:theIsingperceptron936.4Thedistributionofstabilities986.5Beyondthestoragecapacity1026.6Problems1047DiscontinuousLearning1097.1Smoothnetworks1097.2TheIsingperceptron1117.3Thereverse

7、dwedgeperceptron1147.4Thedynamicsofdiscontinuouslearning1187.5Summary1217.6Problems1228UnsupervisedLearning1258.1Supervisedversusunsupervisedlearning1258.2Thedeceptionsofrandomness1298.3Learningasymmetry-breakingdirection1338.4Clusterin