AsynchronousStochasticQuasi-NewtonMCMCforNon-convexOptimizationUmutS¸ims¸ekli1C¸ag˘atayYıldız2ThanhHuyNguyen1Gae¨lRichard1A.TaylanCemgil3AbstractwhereUisatwicecontinuouslydifferentiablefunct...
Sub-sampledCubicRegularizationforNon-convexOptimizationJonasMoritzKohler1AurelienLucchi1Abstractlearningwhennisverylarge.Itsconvergenceproper-tiesarewellunderstoodforconvexfunctions,whichariseWecon...
StochasticDCAfortheLarge-sumofNon-convexFunctionsProblemanditsApplicationtoGroupVariableSelectioninClassificationHoaiAnLeThi1HoaiMinhLe1DuyNhatPhan1BachTran1AbstractNowadays,thegrowthoftechnologies...
Natasha:FasterNon-convexStochasticOptimizationviaStronglyNon-convexParameterZeyuanAllen-Zhu1Abstractrandom∇fi(x).GivenaNon-convexfunctionf(x)thatisanav-•Theso-calledproximaltermψ(x)addsmoregener...
EfficientRegretMinimizationinNon-convexGamesEladHazan1KaranSingh1CyrilZhang1AbstractInthispaperweinvestigatethegeneralizationoftheNon-convexstatistical,orbatch,learningmodeltoonlinelearn-Weconsider...
DualIterativeHardThresholding:FromNon-convexSparseMinimizationtoNon-smoothConcaveMaximizationBoLiu1Xiao-TongYuan2LeziWang1QingshanLiu2DimitrisN.Metaxas1Abstractoutnumberstrainingsample.Givenasetoft...