TowardsOpen-WorldRecommendation:AnInductiveModel-basedCollaborativeFilteringApproachQitianWu12HengruiZhang1XiaofengGao12JunchiYan12HongyuanZha3Abstract(MC)whereonehasauser-itemratingmatrixwhoseentr...
RethinkingNeuralvs.Matrix-FactorizationCollaborativeFiltering:theTheoreticalPerspectivesDaXu1ChuanweiRuan2EvrenKorpeoglu1SushantKumar1KannanAchan1Abstractexploredthankstotheirinterpretabilityandcom...
MatrixSketchingforSecureCollaborativeMachineLearningMengjiaoZhang1ShusenWang1Abstractclients,eachclientusesabatchoflocaldatatocomputeastochasticgradient,andtheserveraggregatesthestochas-Collaborati...
CollaborativeBayesianOptimizationwithFairRegretRachaelHweeLingSim1YehongZhang2BryanKianHsiangLow1PatrickJaillet3Abstractperformancebysequentiallyselectinginputqueriesforeval-uatingtheobjectivefunct...
CollaborativeMachineLearningwithIncentive-AwareModelRewardsRachaelHweeLingSim1YehongZhang1MunChoonChan1BryanKianHsiangLow1Abstractfromotherhospitalsandfirmstoimprovethepredictionofsomediseaseprogre...
NeuralCollaborativeSubspaceClusteringTongZhang12PanJi3MehrtashHarandi4WenbingHuang5HongdongLi2Abstractresultsinthedevelopmentofnon-linearSCtechniques.Ker-nelmethods(Chenetal.,2009;Pateletal.,2013;P...
CollaborativeEvolutionaryReinforcementLearningShauhardaKhadka12SomdebMajumdar1TarekNassar1ZachDwiel1EvrenTumer1SantiagoMiret1YinyinLiu1KaganTumer2Abstracttoroboticcontrol(Andrychowiczetal.,2017;Lil...
CollaborativeChannelPruningforDeepNetworksHanyuPeng1JiaxiangWu2ShifengChen1JunzhouHuang3AbstractTherearealargecollectionofresearchpapersfocusingonacceleratingandcompressingdeepnetworkstoimprovetheD...
SQL-Rank:AListwiseApproachtoCollaborativeRankingLiweiWu12Cho-JuiHsieh12JamesSharpnack1Abstractbasedontherelativerankingsofitems.Tobetterunderstandtheproposedcontributions,letusbeginwithabriefhistor...
TheSampleComplexityofOnlineOne-ClassCollaborativeFilteringReinhardHeckel1KannanRamchandran1Abstractuserlikes,basedonratingsthatthisuserandalargenum-berofotherusershaveprovidedinthepast.Tothisend,We...