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1、ViewsofDeepNetworksfromReproducingKernelHilbertSpacesLecture6,STATS385,StanfordUniversityZaidHarchaouiNovember1st,2017ZaidHarchaouiDeepNetsandKernel-basedMethodsNovember1st,20171/85CollaboratorsPhDstudentsCorinneJones,UWMattisPaulin,InriaCollaboratorsMatthijsDouze,Faceb
2、ookAIResearchJulienMairal,InriaFlorentPerronnin,NaverLabsEurope(formerlyXeroxResearchCentreEurope)CordeliaSchmid,InriaZaidHarchaouiDeepNetsandKernel-basedMethodsNovember1st,20172/85PapersUnsupervisedConvolutionalKernelNetworksJ.Mairal,P.Koniusz,Z.HarchaouiandC.Schmid.Co
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4、.Harchaoui,F.Bach,O.Cappe,E.Moulines,Kernel-BasedMethodsforHypothesisTesting:AUni edView,IEEESignalProc.Magazine,2013.Z.Harchaoui,F.Bach,Tree-walkkernelsforcomputervision,inImageProcessingandAnalysiswithGraphs:TheoryandPractice",2012.F.Cucker,D.X.Zhou.LearningTheory:A
5、nApproximationTheory,CambridgeUP,2007.J.Shawe-Taylor,N.Cristianini,KernelMethodsforPatternAnalysis,CambridgeUP,2004.B.Sch•olkopf,A.Smola,LearningwithKernels,MITPress,2002.ZaidHarchaouiDeepNetsandKernel-basedMethodsNovember1st,20174/85SoftwareandDatasetsSoftwareandDatase
6、tsckn.gforge.inria.fr/lear.inrialpes.fr/people/paulin/projects/RomePatches/ZaidHarchaouiDeepNetsandKernel-basedMethodsNovember1st,20175/85DeepLearningrevolution:successandchallenges1DeepLearningrevolution:successandchallenges2Multi-layerConvolutionalKernels3Kernel-based
7、methodsandfeaturespace4CurrentandFutureresearchdirectionsZaidHarchaouiDeepNetsandKernel-basedMethodsNovember1st,20176/85DeepLearningrevolution:successandchallengesMachineLearningZaidHarchaouiDeepNetsandKernel-basedMethodsNovember1st,20177/85DeepLearningrevolution:succes
8、sandchallengesTheDeepLearningRevolution"DeepLearningRevolutionZaidHarchaouiDeepNetsandKernel-basedMethodsNove
