ScalableGaussianProcessSeparationforKernelswithaNon-StationaryPhaseJanGraßhoff1AlexandraJankowski1PhilippRostalski1Abstractproposed(Liuetal.,2018),oneofwhichisbasedoncom-putinglow-rankapproximatio...
RandomlyProjectedAdditiveGaussianProcessesforRegressionIanDelbridge1DavidBindel1AndrewGordonWilson2Abstractsmall-dataregime,wherecarefuluncertaintyrepresentationisparticularlycrucial,strongpriorspr...
PiecewiseLinearRegressionviaaDifferenceofConvexFunctionsAliSiahkamari1AdityaGangrade2BrianKulis1VenkateshSaligrama1Abstractproblemisalgorithmicallychallenginginhigh-dimensions,andmanyapproachestoth...
PartialTraceRegressionandLow-RankKrausDecompositionHachemKadri1StéphaneAyache1RiikkaHuusari2AlainRakotomamonjy34LivaRalaivola4AbstractFigure1.Illustrationofthepartialtraceoperation.Thepartialtrace...
OptimalEstimatorforUnlabeledLinearRegressionHangZhang,PingLiCognitiveComputingLabBaiduResearch10900NE8thST.Bellevue,WA98004,USA{zhanghanghitomi,pingli98}@gmail.comAbstractthematrixofmeasurements.Wh...
One-shotDistributedRidgeRegressioninHighDimensionsEdgarDobriban1YueSheng12Abstractspeaking,thedataisdividedupamongcomputingunits,whichperformmostofthecomputationlocally,andsyn-Toscaleupdataanalysis...
OnCoresetsforRegularizedRegressionRachitChhaya1AnirbanDasgupta1SupratimShit1Abstractusuallyindependentofthesizeoftheoriginaldatasetmak-ingtrainingonthemmuchquicker.SamplingbasedcoresetsWestudytheef...
Model-BasedReinforcementLearningwithValue-TargetedRegressionAlexAyoub1ZeyuJia2CsabaSzepesva´ri13MengdiWang43LinF.Yang5Abstractmains,suchasgames,roboticsandscience,haswitnessedphenomenalempiricalad...
Meta-learningforMixedLinearRegressionWeihaoKong1RaghavSomani1ZhaoSong2ShamKakade1SewoongOh1Abstractexamples(Wangetal.,2017).Inmodernsupervisedlearning,therearealargeInspiredbyhumaningenuityinquickl...
LogisticRegressionforMassiveDatawithRareEventsHaiYingWang1Abstractapplications.However,severalimportantquestionsremainunansweredthatareessentialforvaliddataanalysisandThispaperstudiesbinarylogistic...
BoostedHistogramTransformforRegressionYuchaoCai12HanyuanHang1HanfangYang2ZhouchenLin31AbstractficationbySchapire&Freund(1995);Freund&Schapire(1997).Anotherimportantboostingalgorithmforregres-Inthis...
TightKernelQueryComplexityofKernelRidgeRegressionandKernelk-meansClusteringManuelFerna´ndez1DavidP.Woodruff1TaisukeYasuda2Abstractbetweentwodatapointswiththeirinnerproductafterap-plyingakernelmap,...
OnSparseLinearRegressionintheLocalDifferentialPrivacyModelDiWang1JinhuiXu1Abstractsciences(Marascuilo&Serlin,1988),genomicsresearch(Bu˘žková,2013)andsignalrecovery(Bühlmann&VanInthispaper,westu...
ImprovedConvergencefor`1and`1RegressionviaIterativelyReweightedLeastSquaresAlinaEne1AdrianVladu1Abstractitistoreduceoptimizationproblemstoiterativelysolvingaseriesofweighted`2-minimizationproblems,...
FairRegression:QuantitativeDefinitionsandReduction-basedAlgorithmsAlekhAgarwal1MiroslavDud´ık2ZhiweiStevenWu3Abstracthavebeenproposed(Berketal.,2017;Chouldechova,2017;Hardtetal.,2016;Kleinbergeta...
DistributionCalibrationforRegressionHaoSong1TomDiethe2MeelisKull3PeterFlach14Abstractmaking,suchascost-sensitiveclassification[33].However,fromsimplemodels(e.g.Na¨ıveBayes)tocomplexonesWeareconce...
DimensionalityReductionforTukeyRegressionKennethL.Clarkson1RuosongWang2DavidP.Woodruff2Abstract2011;Woodruff,2014).Wegivethefirstdimensionalityreductionmeth-Thisapproachhasledtooptimalalgorithmsfor...
AReSandMaRS-AdversarialandMMD-MinimizingRegressionforSDEsGabrieleAbbati1PhilippeWenk23MichaelAOsborne1AndreasKrause2BernhardScho¨lkopf4StefanBauer4Abstractpaper,weuseexclusivelytheItoˆ-formdx(t)=...
SubspaceEmbeddingandLinearRegressionwithOrliczNormAlexandrAndoni1ChengyuLin1YingSheng1PeilinZhong1RuiqiZhong1Abstractwherel:Rn→R+isthelossfunction.Whenl(y)=nWeconsiderageneralizationoftheclassicli...
PracticalContextualBanditswithRegressionOraclesDylanJ.Foster1AlekhAgarwal2MiroslavDud´ık2HaipengLuo3RobertE.Schapire2Abstractagnosticinthesensethattheyareprovablyeffectiveforanygivenpolicyclassan...