ImprovingModelSelectionbyEmployingtheTestDataMaxWestphal1WernerBrannath1AbstractThisisinparticulartruewhenlabelleddataisexpensivetoacquireanddatasetsarethusonlyofmodestsizeortheem-ModelSelectionand...
ConcreteAutoencoders:DifferentiableFeatureSelectionandReconstructionAbubakarAbid1MuhammedFatihBalin2JamesZou134Abstracttoreducedimensionalityofdatabyidentifyingthesubsetofrelevantfeaturesinadataset...
COMIC:Multi-viewClusteringWithoutParameterSelectionXiPeng1ZhenyuHuang1JianchenLv1HongyuanZhu2JoeyTianyiZhou3Abstractglesource(Hockingetal.,2011;Elhamifar&Vidal,2013;Liuetal.,2016;Flammarion,Nicolas...
AutomatedModelSelectionwithBayesianQuadratureHenryChai1Jean-Franc¸oisTon2MichaelA.Osborne34RomanGarnett1AbstractformZ=f(Dθ)π(θ)dθ,whereθisavectorofmodelparameters,f(Dθ)isalikelihood,andπ(θ...
ProvableVariableSelectionforStreamingFeaturesJingWang1JieShen2PingLi3Abstractandonlyrelatedfeatureswillbeincludedintherecommen-dationmodel.Hence,inreal-worldapplications,featuresInlarge-scalemachin...
Nonoverlap-PromotingVariableSelectionPengtaoXie12HongbaoZhang1YichenZhu3EricP.Xing1Abstractimportantfactors,regularization-basedvariable-Selectionmethodshavebeenwidelystudied.ThemostnotableoneVaria...
MSplitLBI:RealizingFeatureSelectionandDenseEstimationSimultaneouslyinFew-shotandZero-shotLearningBoZhao†1XinweiSun†2YanweiFu‡34YuanYao‡5YizhouWang1Abstracting(FSL)andcapturingrelationalstructur...
MISSION:UltraLarge-ScaleFeatureSelectionusingCount-SketchesAmiraliAghazadeh1RyanSpring2DanielLeJeune3GautamDasarathy3AnshumaliShrivastava2RichardG.Baraniuk3Abstractderedpairs(Xi,yi)i∈[n],whereXi∈...
BayesianModelSelectionforChangePointDetectionandClusteringOthmaneMazhar1CristianR.Rojas1CarloFischione1MohammadRezaHesamzadeh1Abstractmighthavedifferentbehaviorcorrespondingtodifferentpriceregimest...
MeritocraticFairnessforCross-PopulationSelectionMichaelKearns1AaronRoth1ZhiweiStevenWu1Abstractthenumberofcandidateseachyearissmall,simplycom-paringeachcandidatetotheirdirectcompetitorsthisyearWeco...
MaximumSelectionandRankingunderNoisyComparisonsMoeinFalahatgar1AlonOrlitsky1VenkatadheerajPichapati1AnandaTheerthaSuresh2AbstractgenceofinterestinmaximumSelectionandrankingus-ingnoisycomparisons.Se...
Gram-CTC:AutomaticUnitSelectionandTargetDecompositionforSequenceLabellingHairongLiu1ZhenyaoZhu1XiangangLi1SanjeevSatheesh1Abstract2016),machinetranslation(Sébastienetal.,2015),andparsing(Vinyalset...
AdaptiveFeatureSelection:ComputationallyEfficientOnlineSparseLinearRegressionunderRIPSatyenKale1ZoharKarnin2TengyuanLiang3Da´vidPa´l4Abstractabatteryofmedicaltests,wewouldliketoadaptivelyde-signd...