Comparison-BasedrandomForestsSiavashHaghiri1DamienGarreau2UlrikevonLuxburg12AbstractInthepresentwork,weconsiderclassificationandregres-sionproblemsinacomparison-basedsettingwhereweareAssumewearegiv...
randomFourierFeaturesforKernelRidgeRegression:ApproximationBoundsandStatisticalGuaranteesHaimAvron1MichaelKapralov2CameronMusco3ChristopherMusco3AmeyaVelingker2AmirZandieh2AbstractIntheabove,K2Rn⇥...
randomFeatureExpansionsforDeepGaussianProcessesKurtCutajar1EdwinV.Bonilla2PietroMichiardi1MaurizioFilippone1Abstract2006)suchthattheoutputofeachlayerofGPsformstheinputtotheGPsatthenextlayer,effecti...
Pain-FreerandomDifferentialPrivacywithSensitivitySamplingBenjaminI.P.Rubinstein1FrancescoAlda`2Abstracttentrequirementistheneedtoboundglobalsensitivity—aLipschitzconstantofthetarget,non-privatefun...
BayesianinferenceonrandomsimplegraphswithpowerlawdegreedistributionsJuhoLee1CreightonHeaukulani2ZoubinGhahramani23LancelotF.James4SeungjinChoi1Abstractabsenceoflinksbetweenobjectsinthenetwork.Forex...