SafeScreeningRulesfor0-RegressionfromPerspectiveRelaxationsAlperAtamtu¨rk1Andre´sGo´mez2Abstract2015),andthe2(ridge)regularization(Hoerl&Kennard,1970)imposesbias/shrinkageintheregressioncoeffici...
FastOSCARandOWLRegressionviaSafeScreeningRulesRunxueBao1BinGu2HengHuang12Abstractwithoutanypriorinformationoffeaturegroups.Remark-ably,(Buetal.,2019)concludedthatithastwogoodproper-OrderedWeightedL...
ScreeningRulesforLassowithNon-ConvexSparseRegularizersAlainRakotomamonjy12GillesGasso1JosephSalmon3AbstractWhiletheLassohashadagreatimpactonmachinelearn-ingandsignalprocessingcommunitiesgivensomesu...
SafeElementScreeningforSubmodularFunctionMinimizationWeizhongZhang1BinHong2LinMa1WeiLiu1TongZhang1Abstractwithconvexfunctions.Theyarisenaturallyinmanydomain-s,suchasclustering(Narasimhan&Bilmes,200...