深度学习阅读书目

FROM::BooksoDeepLearning,YoshuaBengio,IanGoodfellow,AaronCourville,MITPress,Inpreparation.ReviewPapersoRepresentationLearning:AReviewandNewPerspectives,YoshuaBengio,AaronCourville,PascalVincent,Arxiv,2012.oThemonographorreviewpaperLearningDeepArchitecturesforAI(Foundations&TrendsinMachineLearning,2009).oDeepMachineLearning–ANewFrontierinArtificialIntelligenceResearch–asurveypaperbyItamarArel,DerekC.Rose,andThomasP.Karnowski.oGraves,A.(2012).Supervisedsequencelabellingwithrecurrentneuralnetworks(Vol.385).Springer.oSchmidhuber,J.(2014).DeepLearninginNeuralNetworks:AnOverview.75pages,850+references,://~juergen/deep-learning-overview.html.ReinforcementLearningoMnih,Volodymyr,KorayKavukcuoglu,DavidSilver,AlexGraves,IoannisAntonoglou,DaanWierstra,andMartinRiedmiller.“PlayingAtariwithdeepreinforcementlearning.”arXivpreprintarXiv:1312.5602(2013).oVolodymyrMnih,NicolasHeess,AlexGraves,KorayKavukcuoglu.“RecurrentModelsofVisualAttention”ArXive-print,2014.ComputerVisionoImageNetClassificationwithDeepConvolutionalNeuralNetworks,AlexKrizhevsky,IlyaSutskever,GeoffreyEHinton,NIPS2012.oGoingDeeperwithConvolutions,ChristianSzegedy,WeiLiu,YangqingJia,PierreSermanet,ScottReed,DragomirAnguelov,DumitruErhan,VincentVanhoucke,AndrewRabinovich,19-Sept-2014.oLearningHierarchicalFeaturesforSceneLabeling,ClementFarabet,CamilleCouprie,LaurentNajmanandYannLeCun,IEEETransactionsonPatternAnalysisandMachineIntelligence,2013.oLearningConvolutionalFeatureHierachiesforVisualRecognition,KorayKavukcuoglu,PierreSermanet,Y-LanBoureau,KarolGregor,MichaëlMathieuandYannLeCun,AdvancesinNeuralInformationProcessingSystems(NIPS2010),23,2010.oGraves,Alex,etal.“Anovelconnectionistsystemforunconstrainedhandwritingrecognition.”PatternAnalysisandMachineIntelligence,IEEETransactionson31.5(2009):855-868.oCireşan,D.C.,Meier,U.,Gambardella,L.M.,&Schmidhuber,J.(2010).Deep,big,simpleneuralnetsforhandwrittendigitrecognition.Neuralcomputation,22(12),3207-3220.oCiresan,Dan,UeliMeier,andJürgenSchmidhuber.“Multi-columndeepneuralnetworksforimageclassification.”ComputerVisionandPatternRecognition(CVPR),2012IEEEConferenceon.IEEE,2012.oCiresan,D.,Meier,U.,Masci,J.,&Schmidhuber,J.(2011,July).Acommitteeofneuralnetworksfortrafficsignclassification.InNeuralNetworks(IJCNN),The2011InternationalJointConferenceon(pp.1918-1921).IEEE.NLPandSpeechoJointLearningofWordsandMeaningRepresentationsforOpen-TextSemanticParsing,AntoineBordes,XavierGlorot,JasonWestonandYoshuaBengio(2012),in:Proceedingsofthe15thInternationalConferenceonArtificialIntelligenceandStatistics(AISTATS)oDynamicpoolingandunfoldingrecursiveautoencodersforparaphrasedetection.Socher,R.,Huang,E.H.,Pennington,J.,Ng,A.Y.,andManning,C.D.(2011a).InNIPS’2011.oSemi-supervisedrecursiveautoencodersforpredictingsentimentdistributions.Socher,R.,Pennington,J.,Huang,E.H.,Ng,A.Y.,andManning,C.D.(2011b).InEMNLP’2011.oMikolovTomáš:StatisticalLanguageModelsbasedonNeuralNetworks.PhDthesis,BrnoUniversityofTechnology,2012.oGraves,Alex,andJürgenSchmidhuber.“FramewisephonemeclassificationwithbidirectionalLSTMandotherneuralnetworkarchitectures.”NeuralNetworks18.5(2005):602-610.oMikolov,Tomas,IlyaSutskever,KaiChen,GregS.Corrado,andJeffDean.“Distributedrepresentationsofwordsandphrasesandtheircompositionality.”InAdvancesinNeuralInformationProcessingSystems,pp.3111-3119.2013.oK.Cho,B.vanMerrienboer,C.Gulcehre,D.Bahdanau,F.Bougares,H.Schwenk,Y.Bengio.LearningPhraseRepresentationsusingRNNEncoder-DecoderforStatisticalMachineTranslation.EMNLP2014.oSutskever,Ilya,OriolVinyals,andQuocVVLe.“Sequencetosequencelearningwithneuralnetworks.”AdvancesinNeuralInformationProcessingSystems.2014.DisentanglingFactorsandVariationswithDepthoGoodfellow,Ian,etal.“Measuringinvariancesindeepnetworks.”Advancesinneuralinformationprocessingsystems22(2009):646-654.oBengio,Yoshua,etal.“BetterMixingviaDeepRepresentations.”arXivpreprintarXiv:1207.4404(2012).oXavierGlorot,AntoineBordesandYoshuaBengio,DomainAdaptationforLarge-ScaleSentimentClassification:ADeepLearningApproach,in:ProceedingsoftheTwenty-eightInternationalConferenceonMachineLearning(ICML’11),pages97-110,2011.TransferLearninganddomainadaptationoRaina,Rajat,etal.“Self-taughtlearning:transferlearningfromunlabeleddata.”Proceedingsofthe24thinternationalconferenceonMachinelearning.ACM,2007.oXavierGlorot,AntoineBordesandYoshuaBengio,DomainAdaptationforLarge-ScaleSentimentClassification:ADeepLearningApproach,in:ProceedingsoftheTwenty-eightInternationalConferenceonMachineLearning(ICML’11),pages97-110,2011.oR.Collobert,J.Weston,L.Bottou,M.Karlen,K.KavukcuogluandP.Kuksa.NaturalLanguageProcessing(Almost)fromScratch.JournalofMachineLearningResearch,12:2493-2537,2011.oMesnil,Grégoire,etal.“Unsupervisedandtransferlearningchallenge:adeeplearningapproach.”UnsupervisedandTransferLearningWorkshop,inconjunctionwithICML.2011.oCiresan,D.C.,Meier,U.,&Schmidhuber,