ThePowerofLog-Sum-Exp:SequentialDensityRatioMatrixEstimationforSpeed-AccuracyOptimizationTaikiMiyagawa1AkinoriF.Ebihara1AbstractMorietal.,2018).Earlyclassificationoftimeseriesisamulti-objectiveopti...
RobustDensityEstimationfromBatches:TheBestThingsinLifeare(Nearly)FreeAyushJain1AlonOrlitsky1Abstractexampleshowsthatregardlessofthenumberofsamplesavailable,suchcorruptionseverelycurtailsthelearning...
GBHT:GradientBoostingHistogramTransformforDensityEstimationJingyiCui1HanyuanHang2YisenWang1ZhouchenLin13Abstractovertwodecades(Bühlmann&Yu,2003),boostingattractsmoreandmoreattentioninresearchesonm...
FasterKernelMatrixAlgebraviaDensityEstimationArtursBackurs1PiotrIndyk2CameronMusco3TalWagner4Abstractetal.(2008)foranoverview.Westudyfastalgorithmsforcomputingfunda-Kernelmethodstypicallyoperateusi...
DensityConstrainedReinforcementLearningZengyiQin1YuxiaoChen2ChuchuFan1AbstractRoadnetworkWestudyconstrainedreinforcementlearningChargingstation(CRL)fromanovelperspectivebysettingcon-straintsdirectl...
Black-boxDensityfunctionestimationusingrecursivepartitioningErikBodin1ZhenwenDai2NeillD.F.Campbell3CarlHenrikEk4AbstractispreventingtractablecomputationsisthattheDensityfunc-tiondoesnothaveanamenab...
VariableSkippingforAutoregressiveRangeDensityEstimationEricLiang1ZonghengYang1IonStoica1PieterAbbeel12YanDuan2XiChen2AbstractBaselineMultiOrderSkippingMultiOrder+Skipping100000Deepautoregressivemod...
Average-CaseAccelerationThroughSpectralDensityEstimationFabianPedregosa1DamienScieur2Abstractworst-caseaverage-caseWedevelopaframeworkfortheaverage-caseSuboptimalityanalysisofrandomquadraticproblem...
UniformConvergenceRateoftheKernelDensityEstimatorAdaptivetoIntrinsicVolumeDimensionJisuKim1JaehyeokShin2AlessandroRinaldo2LarryWasserman2Abstractciallyinrecentyears,hasalsobecomeakeystepinmanygeome...
DBSCAN++:TowardsfastandscalableDensityclusteringJenniferJang1HeinrichJiang2AbstractSCANcanruninO(nlogn)whenthedimensionisatmost2,itquicklystartstoexhibitquadraticbehaviorinhighdi-DBSCANisaclassical...
BoostedDensityEstimationRemasteredZacCranko12RichardNock213Abstractcosthere,insofaraswehavebeenabletodevise,isthatoneforgoeslearninganefficientsampler(aswithaGAN),andTherehasrecentlybeenasteadyincr...
TheEdgeDensityBarrier:Computational-StatisticalTradeoffsinCombinatorialInferenceHaoLu1YuanCao1ZhuoranYang1JunweiLu2HanLiu3ZhaoranWang4Abstractinbioinformatics(Friedman,2004),informationretrieval(We...
LocalDensityEstimationinHighDimensionsXianWu1MosesCharikar1VishnuNatchu2Abstractchinelearningmethodsareincreasinglyshiftingtowardse.g.wordembeddings(Penningtonetal.,2014;MikolovAnimportantquestiont...
DeepDensityDestructorsDavidI.Inouye1PradeepRavikumar1Abstracttotheoriginalmodel.Fromadestructiveperspective,thepersoncouldremoveonepieceatatimefromtheorigi-WeproposeaunifiedframeworkfordeepDensityn...
Continuous-TimeFlowsforEfficientInferenceandDensityEstimationChangyouChen1ChunyuanLi2LiqunChen2WenlinWang2YunchenPu2LawrenceCarin2Abstractlearnastochasticproceduretodirectlygeneratesamplesfromtheun...
UniformConvergenceRatesforKernelDensityEstimationHeinrichJiang1Abstractboundedaswellasdecayassumptionsonthekernelfunc-tions.Moreover,theseboundsholduniformlyoverRdandKernelDensityestimation(KDE)isa...
ParallelMultiscaleAutoregressiveDensityEstimationScottReed1Aa¨ronvandenOord1NalKalchbrenner1SergioGo´mezColmenarejo1ZiyuWang1YutianChen1DanBelov1NandodeFreitas1Abstract“Ayellowbirdwithablackhead...
DensityLevelSetEstimationonManifoldswithDBSCANHeinrichJiang1Abstractthedataset(andremainingpointsnotreachablefromanycore-pointareconsiderednoise).ThispartitioningistheWeshowthatDBSCANcanestimatethe...
Count-BasedExplorationwithNeuralDensityModelsGeorgOstrovski1MarcG.Bellemare1Aa¨ronvandenOord1Re´miMunos1Abstractbeensuccessfullydemonstratedinanumberofsettings(Deisenroth&Rasmussen,2011;Guezetal....