GuaranteesforTuningtheStepSizeusingaLearning-to-LearnApproachXiangWang1ShuaiYuan1ChenweiWu1RongGe1Abstractrinetal.(2015)consideredtheideaofTuningtheseparame-tersbyoptimization—thatis,considerameta...
TheCost-freeNatureofOptimallyTuningTikhonovRegularizersandOtherOrderedSmoothersPierreC.Bellec1DanaYang2AbstractisdefinedasthesolutionofthequadraticprogramWeconsidertheproblemofselectingthebestes-w...
OnhyperparameterTuningingeneralclusteringproblemsXinjieFan1YuguangYue1PurnamritaSarkar1Y.X.RachelWang2Abstractsiblehyperparametervaluesandoftenhastorelyongoodheuristicsanddomainknowledgefromtheuser...
OptimalTuningforDivide-and-conquerKernelRidgeRegressionwithMassiveDataGanggangXu1ZuofengShang2GuangCheng3AbstractproventobeeffectiveinLinearmodels(Chen&Xie,2014;Luetal.,2016),Partiallylinearmodels(...
ApproximateLeave-One-OutforFastParameterTuninginHighDimensionsShuaiwenWang1WendaZhou1HaihaoLu2ArianMaleki1VahabMirrokni3Abstractschemes,especiallyinhigh-dimensionalsettings,studiesthefollowingoptim...