Trimmingthe1Regularizer:StatisticalAnalysis,Optimization,andApplicationstoDeepLearningJihunYun1PengZheng2EunhoYang13Aure´lieC.Lozano4AleksandrAravkin2Abstractconstraintsontheestimationparameters.S...
ImprovedConvergencefor`1and`1RegressionviaIterativelyReweightedLeastSquaresAlinaEne1AdrianVladu1Abstractitistoreduceoptimizationproblemstoiterativelysolvingaseriesofweighted`2-minimizationproblems,...
StochasticPCAwith2and1RegularizationPooryaMianjy1RamanArora1Abstractsubspacethatmaximizesthevarianceindataprojectedontothesubspace,i.e.E[Ux2],amongallk-dimensionalsub-Werevisitconvexrelaxationbased...
AlgorithmsforpLow-RankApproximationFlavioChierichetti1SreenivasGollapudi2RaviKumar2SilvioLattanzi3RinaPanigrahy2DavidP.Woodruff4Abstractlow-rankapproximationinsteadoftheusuallystudied2(i.e.,Frobeni...