推荐系统netflix获奖算法(10)

赢得netflix推荐系统大奖的算法

10

fromwhichwehavelearnedsomuch.Wewouldliketothankallthosewhopublishedtheirresults,thosewhoparticipatedinthewebforum,andthosewhoemaileduswithquestionsandideas.Wegotourbestintuitionsthisway.

REFERENCES

[1]R.BellandY.Koren.ScalableCollaborativeFilteringwithJointly

DerivedNeighborhoodInterpolationWeights.IEEEInternationalCon-ferenceonDataMining(ICDM’07),pp.43–52,2007.

[2]R.Bell,Y.KorenandC.Volinsky.TheBellKorSolutiontotheNet ix

Prize.2007.

[3]R.Bell,Y.KorenandC.Volinsky.TheBellKor2008Solutiontothe

Net ixPrize.2008.

[4]nning.TheNet ixPrize.KDDCupandWorkshop,

[5]J.H.Friedman.GreedyFunctionApproximation:AGradientBoosting

Machine.TheAnnalsofStatistics,Vol.29(2001),pp.1189-1232.

[6]putationalStatistics

&DataAnalysis,Vol.38(2002),pp.367–378.

[7]Y.Koren.FactorizationMeetstheNeighborhood:aMultifacetedCol-laborativeFilteringModel.Proc.14thACMSIGKDDInt.Conf.onKnowledgeDiscoveryandDataMining(KDD’08),pp.426–434,2008.[8]Y.Koren.CollaborativeFilteringwithTemporalDynamics.Proc.15th

ACMSIGKDDInt.Conf.onKnowledgeDiscoveryandDataMining(KDD’09),pp.447–456,2009.

[9]P.Li,C.J.BurgesandQ.Wu.Mcrank.LearningtoRankUsingMultiple

Classi cationandGradientBoosting.Proc.21stProc.ofAdvancesinNeuralInformationProcessingSystems,2007.

[10]D.MetzlerandT.Kanungo.MachineLearnedSentenceSelection

StrategiesforQuery-BiasedSummarization.SIGIRLearningtoRankWorkshop,2008.

[11]A.Paterek.ImprovingRegularizedSingularValueDecompositionfor

CollaborativeFiltering.Proc.KDDCupandWorkshop,2007.

[12]R.Salakhutdinov,A.MnihandG.Hinton.RestrictedBoltzmannMa-chinesforCollaborativeFiltering.Proc.24thAnnualInternationalConferenceonMachineLearning,pp.791–798,2007.[13]A.T¨oscherandM.Jahrer.TheBigChaosSolutiontotheNet ixPrize

2008,2008.[14]A.T¨oscherandM.Jahrer.TheBigChaosSolutiontotheNet ixGrand

Prize,2009.[15]A.T¨oscher,M.JahrerandR.Legenstein.ImprovedNeighborhood-based

AlgorithmsforLarge-ScaleRecommenderSystems.KDD’08WorkshoponLargeScaleRecommendersSystemsandtheNet ixPrize,2008.[16]/TreeNet.

php.

[17]Z.Zheng,H.Zha,T.Zhang,O.Chapelle,K.ChenandG.Sun.A

GeneralBoostingMethodanditsApplicationtoLearningRankingFunctionsforWebSearch.Proc.21stProc.ofAdvancesinNeuralInformationProcessingSystems,2007.