UnderstandingandMitigatingAccuracyDisparityinRegressionJianfengChi1YuanTian1GeoffreyJ.Gordon2HanZhao3Abstractcases,BuolamwiniandGebru(2018)showedthatnotableaccuracydisparityexistsacrossdifferentrac...
TrainingDataSubsetSelectionforRegressionWithControlledGeneralizationErrorDurgaSivasubramanian1RishabhIyer2GaneshRamakrishnan1AbirDe1Abstractreliabilityofthelearnedmodel.Therefore,thesuccessofsevera...
SparseBayesianLearningviaStepwiseRegressionSebastianAment1CarlaGomes1Abstractvariouslyreferredtoasafeatureoranatom.Thisproblemhasbeenstudiedextensively,resultinginmyriadexistingSparseBayesianLearni...
RepresentationSubspaceDistanceforDomainAdaptationRegressionXinyangChen1SinanWang1JianminWang1MingshengLong1Abstractsuchasobjectlocalization,imageregistration,humanposeestimation,tonameafew(Lathuili...
OnlineA-OptimalDesignandActiveLinearRegressionXavierFontaine1PierrePerrault2MichalValko3VianneyPerchet45Abstractwaytoconstructanestimatoristomakeexperimentsandtogatherdataontheestimand.Inthepolling...
ObliviousSketchingforLogisticRegressionAlexanderMunteanu1SimonOmlor2DavidP.Woodruff3Abstractdimensionalityreductiontechniquetocompressthedatatoasignificantlysmallersketchofpolylogarithmicsize.Whatg...
NeuralSymbolicRegressionthatScalesLucaBiggio12TommasoBendinelli2AlexanderNeitz3AurelienLucchi1GiambattistaParascandolo13AbstractTheprocessofdiscoveringsymbolicexpressionsfromex-perimentaldataishard...
Near-OptimalLinearRegressionunderDistributionShiftQiLei1WeiHu1JasonD.Lee1Abstractprovidehelpfulmarginaldistributioninformationaboutthetargetdomain.AlthoughthisapproachisintegraltomanyTransferlearni...
In-DatabaseRegressioninInputSparsityTimeRajeshJayaram1AlirezaSamadian2DavidP.Woodruff1PengYe3Abstract1.IntroductionSketchingisapowerfuldimensionalityreductionSketchingisanimportanttoolfordimensiona...
InferenceforNetworkRegressionModelswithCommunityStructureMengjiePan1TylerH.McCormick2BaileyK.Fosdick3AbstractInthiswork,wefocusonacasewherecontinuousrelationsbetweenpairsofactorsaremodeledasalinear...
Factor-analyticInverseRegressionforHigh-dimension,Small-sampleDimensionalityReductionAditiJha12MichaelJ.Morais1JonathanW.Pillow13AbstractKobaketal.,2016).Anotherclassofdimensionalityreduc-tionmetho...
DelvingintoDeepImbalancedRegressionYuzheYang1KaiwenZha1Ying-CongChen1HaoWang2DinaKatabi1AbstractNumberofsamplesDeepImbalancedRegressionReal-worlddataoftenexhibitimbalanceddistri-Imbalanceddistribut...
ConsistentRegressionwhenobliviousoutliersoverwhelmTommasod’Orsi1GlebNovikov1DavidSteurer1Abstract1.IntroductionWeconsiderarobustlinearRegressionmodelLinearRegressionisafundamentaltaskinstatistics:...
AWassersteinMinimaxFrameworkforMixedLinearRegressionTheoDiamandis1YoninaC.Eldar2AlirezaFallah1FarzanFarnia1AsumanOzdaglar1Abstractexample,speechdataorgeneticdatamayexhibitaclustereddistributionbase...
AsymptoticsofRidgeRegressioninConvolutionalModelsMojtabaSahraee-Ardakan12TungMai3AnupRao3RyanRossi3SundeepRangan4AlysonK.Fletcher12Abstractonlyslightlyawayfromtheinitialization(Allen-Zhuetal.,2018;...
ATheoryofHighDimensionalRegressionwithArbitraryCorrelationsbetweenInputFeaturesandTargetFunctions:SampleComplexity,MultipleDescentCurvesandaHierarchyofPhaseTransitionsGabrielC.Mel1SuryaGanguli2Abst...
APrecisePerformanceAnalysisofSupportVectorRegressionHoussemSifaou1AblaKammoun1Mohamed-SlimAlouini1AbstractofNakkiranetal.(Nakkiranetal.,2020a;b)indicatesthatmoredatamayharmtheperformance.Onepotenti...
SubspaceFittingMeetsRegression:TheEffectsofSupervisionandOrthonormalityConstraintsonDoubleDescentofGeneralizationErrorsYehudaDar1PaulMayer1LorenzoLuzi1RichardG.Baraniuk1AbstractFigure1.Thesupervisi...
SpectrumDependentLearningCurvesinKernelRegressionandWideNeuralNetworksBlakeBordelon1AbdulkadirCanatar2CengizPehlevan13Abstractnetworks(LeCunetal.,2015)withwidehiddenlayersthataddressesthesequestion...
Smaller,MoreAccurateRegressionForestsUsingTreeAlternatingOptimizationArmanZharmagambetov1MiguelA´.Carreira-Perpin˜a´n1Abstractderstood.Theyareconstructed,atleastinpart,usingheuristictechniques,w...