AnIterative,Sketching-basedFrameworkforRidgeRegressionAgnivaChowdhury1JiasenYang1PetrosDrineas2Abstractsion.First,whendn,i.e.,thenumberofpredictorvari-ablesdgreatlyexceedsthenumberofobservationsn,...
IterativeMachineTeachingWeiyangLiu1BoDai1AhmadHumayun1CharleneTay2ChenYu2LindaB.Smith2JamesM.Rehg1LeSong1AbstractPassiveDatasetProvidetrainingsetLearningSamplequeryInthispaper,weconsidertheproblemo...
GradientProjectionIterativeSketchforLarge-ScaleConstrainedLeast-SquaresJunqiTang1MohammadGolbabaee1MikeE.Davies1Abstractgorithms,thefirststreamisthestochasticgradientde-scent(SGD)anditsvariance-red...
DualIterativeHardThresholding:FromNon-convexSparseMinimizationtoNon-smoothConcaveMaximizationBoLiu1Xiao-TongYuan2LeziWang1QingshanLiu2DimitrisN.Metaxas1Abstractoutnumberstrainingsample.Givenasetoft...