AccurateInferenceforAdaptiveLinearModelsYashDeshpande1LesterMackey2VasilisSyrgkanis2MattTaddy23Abstractthesample(yi,xi)i≤nisnotcompletelyrandomizedbutratheradaptivelychosen.Byadaptive,wemeanthatth...
ActiveLearningforAccurateEstimationofLinearModelsCarlosRiquelme1MohammadGhavamzadeh2AlessandroLazaric3Abstractassumethattheobservationsarecorruptedbynoiselevelsthatareproblem-dependentandmustbelear...
ActiveLearningforCost-SensitiveClassificationAkshayKrishnamurthy1AlekhAgarwal2Tzu-KuoHuang3HalDaume´III4JohnLangford2Abstractcostsofonlya(possiblyempty)subsetoflabelsoneachx.Sincemeasuringlabelcom...
AUnifiedVarianceReduction-BasedFrameworkforNonconvexLow-RankMatrixRecoveryLingxiaoWang1XiaoZhang1QuanquanGu1Abstractlaxationbasedoptimization(Srebroetal.,2004;Cande`s&Tao,2010;Rohdeetal.,2011;Recht...
ASimulatedAnnealingBasedInexactOracleforWassersteinLossMinimizationJianboYe1JamesZ.Wang1JiaLi2Abstractryl(x,·)iscomputedinO(m)time,mbeingthecomplex-ityofoutcomevariablesxory.Thispartofcalculationi...
AUnifiedMaximumLikelihoodApproachforEstimatingSymmetricPropertiesofDiscreteDistributionsJayadevAcharya1HirakenduDas2AlonOrlitsky3AnandaTheerthaSuresh4Abstractapplications.Symmetricdistributionprope...
ASemismoothNewtonMethodforFast,GenericConvexProgrammingAlnurAli1EricWong1J.ZicoKolter2Abstracti.e.,thespaceofm×mpositivesemidefinitematricesSm+,yieldsasemidefiniteprogram;andtakingKasthesecond-Wei...
ALaplacianFrameworkforOptionDiscoveryinReinforcementLearningMarlosC.Machado1MarcG.Bellemare2MichaelBowling1Abstracttheoptimalpolicyforthatrewardfunction.Inthispaperweintroduceanalgorithmforoptiondi...
ADivergenceBoundforHybridsofMCMCandVariationalInferenceandanApplicationtoLangevinDynamicsandSGVIJustinDomke1Abstractthem.Computingp(z)thusrequiresafullpassoverthedataset.TheideaofStochasticGradient...
ABirth-DeathProcessforFeatureAllocationKonstantinaPalla1DavidKnowles2ZoubinGhahramani34Abstract2.RelatedWorkWeproposeaBayesiannonparametricprioroverWetargetproblemswherethedatadependsonacovariate,f...
ZonotopeHit-and-runforEfficientSamplingfromProjectionDPPs1212GuillaumeGautierRe´miBardenetMichalValkoAbstractformofafinitematrix,seeKulesza&Taskar(2012)foracomprehensivesurvey.ApplicationsofDPPsin...
WorldofBits:AnOpen-DomainPlatformforWeb-BasedAgentsTianlin(Tim)Shi12AndrejKarpathy2Linxi(Jim)Fan1JonathanHernandez2PercyLiang1AbstractFigure1.AgentsintheWorldofBitsperceivethescreenpixels,theDOM(wi...
WhencanMulti-SiteDatasetsbePooledforRegression?HypothesisTests,2-consistencyandNeuroscienceApplicationsHaoHenryZhou1YilinZhang1VamsiK.Ithapu1SterlingC.Johnson12GraceWahba1VikasSingh1Abstractofscien...
VariationalInferenceforSparseandUndirectedModelsJohnIngraham1DeboraMarks1AbstractL0norm,L1regularizationcannotmodelthehypothesisofsparsityaswellassomeBayesianalternatives(Tipping,Undirectedgraphica...
VariationalPolicyforGuidingPointProcessesYichenWang1GradyWilliams2EvangelosTheodorou2LeSong1AbstractOurworkTemporalpointprocesseshavebeenwidelyap-Findoptimalmeasure6∗6∗inclosedformVariationalInfe...
UnimodalProbabilityDistributionsforDeepOrdinalClassificationChristopherBeckham1ChristopherPal1Abstractotherclassesmaynotnecessarilymakesenseincontext.WepresentanexampleofthisinFigure1,showingthreeP...
UniformDeviationBoundsfork-MeansClusteringOlivierBachem1MarioLucic1S.HamedHassani1AndreasKrause1AbstractRelatedwork.TraditionalVapnik-Chervonenkistheoryprovidestoolstoobtainuniformdeviationboundsfo...
UniformConvergenceRatesforKernelDensityEstimationHeinrichJiang1Abstractboundedaswellasdecayassumptionsonthekernelfunc-tions.Moreover,theseboundsholduniformlyoverRdandKerneldensityestimation(KDE)isa...
TightBoundsforApproximateCarathéodoryandBeyondVahabMirrokni1RenatoPaesLeme1AdrianVladu2SamChiu-waiWong3Abstractversionstatesthatifoneiswillingtotolerateanerrorof✏in`norm,OD2p/✏2verticessufficeto...
TheoreticalPropertiesforNeuralNetworkswithWeightMatricesofLowDisplacementRankLiangZhao1SiyuLiao1YanzhiWang2ZheLi2JianTang2BoYuan1AbstractFigure1.ExamplesofcommonlyusedLDR(structured)matri-ces,i.e.,...