"Stochastic"的相关文档 - 文库宝

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标签“Stochastic”的相关文档，共142条

Stochastic Variance-Reduced Cubic Regularized Newton Methods
StochasticVariance-ReducedCubicRegularizedNewtonMethodsDongruoZhou1PanXu1QuanquanGu1Abstracttheirextensions(Ghadimi&Lan,2013;Reddietal.,2016a;Allen-Zhu&Hazan,2016;Ghadimi&Lan,2016).Never-Weproposea...
Newton Methods Stochastic Variance-Reduced Cubic
2023-11-13 12:00:4512431.08 MB17
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Stochastic Proximal Algorithms for AUC Maximization
StochasticProximalAlgorithmsforAUCMaximizationMichaelNatoleJr.1YimingYing1SiweiLyu2Abstractformeasuringtheperformanceinthesetasks.Inpartic-ular,minimizationoftheranklossinbipartiterankingisStochast...
for Maximization Algorithms Stochastic Proximal
2023-11-13 12:00:45690389.68 KB12
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Stochastic PCA with $ ell_2$ and $ ell_1$ Regularization
StochasticPCAwith2and1RegularizationPooryaMianjy1RamanArora1Abstractsubspacethatmaximizesthevarianceindataprojectedontothesubspace,i.e.E[Ux2],amongallk-dimensionalsub-Werevisitconvexrelaxationbased...
and ell with Stochastic Regularization
2023-11-13 12:00:441695864.27 KB23
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Shampoo Preconditioned Stochastic Tensor Optimization
Shampoo:PreconditionedStochasticTensorOptimizationVineetGupta1TomerKoren1YoramSinger21AbstractNocedal,1980)thatcanbeusedwheneversecond-orderinformationisunavailableortooexpensivetocompute.Precondit...
Optimization Stochastic Tensor Shampoo Preconditioned
2023-11-13 12:00:4015101.76 MB17
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SADAGRAD Strongly Adaptive Stochastic Gradient Methods
SADAGRAD:StronglyAdaptiveStochasticGradientMethodsZaiyiChen12YiXu2EnhongChen1TianbaoYang2Abstractiterations.Ithasreceivedtremendousinterestsforsolvingbigdatalearningproblems(e.g.,see(Deanetal.,2012...
Adaptive Gradient Methods Stochastic Strongly
2023-11-13 12:00:351972685.78 KB22
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Riemannian Stochastic Recursive Gradient Algorithm
RiemannianStochasticRecursiveGradientAlgorithmHiroyukiKasai1HiroyukiSato2BamdevMishra3Abstractmanniangradientdescentmethod,whichcalculatestheR1ie∑mnannianfullgradientestimation,i.e.,gradf(w)=Stoch...
Gradient Algorithm Stochastic Recursive Riemannian
2023-11-13 12:00:341816200.03 KB23
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Projection-Free Online Optimization with Stochastic Gradient From Convexity to Submodularity
Projection-FreeOnlineOptimizationwithStochasticGradient:FromConvexitytoSubmodularityLinChen12ChristopherHarshaw13HamedHassani4AminKarbasi12Abstract1.IntroductionOnlineoptimizationhasbeenasuccessful...
from Online Optimization with Gradient
2023-11-13 12:00:281778538.9 KB12
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Optimal Distributed Learning with Multi-pass Stochastic Gradient Methods
OptimalDistributedLearningwithMulti-passStochasticGradientMethodsJunhongLin1VolkanCevher1AbstractTheclassicalalgorithmstoperformlearningtaskareregular-izedalgorithms,suchasKRR,kernelprincipalcompon...
Learning Distributed with Gradient Stochastic
2023-11-13 12:00:221812436.84 KB5
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Low-Rank Riemannian Optimization on Positive Semidefinite Stochastic Matrices with Applications to Graph Clustering
Low-RankRiemannianOptimizationonPositiveSemideﬁniteStochasticMatriceswithApplicationstoGraphClusteringAhmedDouik1BabakHassibi1overthesetofsymmetricpositivesemideﬁnitestochas-Abstractticmatrices.S...
Optimization Low-Rank on Stochastic Positive
2023-11-13 12:00:061794351.54 KB24
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Lightweight Stochastic Optimization for Minimizing Finite Sums with Infinite Data
LightweightStochasticOptimizationforMinimizingFiniteSumswithInﬁniteDataShuaiZheng1JamesT.Kwok1Abstractiandgaresmoothandconvex.Stochasticgradientde-scent(SGD)(Robbins&Monro,1951)anditsvariantsVaria...
for Optimization Stochastic Minimizing Finite
2023-11-13 12:00:031250329.88 KB25
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Katyusha X Simple Momentum Method for Stochastic Sum-of-Nonconvex Optimization
KatyushaX:PracticalMomentumMethodforStochasticSum-of-NonconvexOptimizationZeyuanAllen-Zhu1Abstractsolvingthem.Theproblemofminimizingsum-of-nonconvexAtleasttracingbackto2015,Shalev-Shwartz(2016)iden...
for Stochastic simple Momentum Method
2023-11-13 11:59:506321.14 MB23
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Faster Derivative-Free Stochastic Algorithm for Shared Memory Machines
FasterDerivative-FreeStochasticAlgorithmforSharedMemoryMachinesBinGu1ZhouyuanHuo1ChengDeng2HengHuang12Abstractsianmatrixoritsapproximations)oftheobjectivefunction.Forexample,Hogwild!(Rechtetal.,201...
for Algorithm Stochastic Faster Memory
2023-11-13 11:59:351225844.95 KB2
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Fast Variance Reduction Method with Stochastic Batch Size
FastVarianceReductionMethodwithStochasticBatchSizeXuanqingLiu1Cho-JuiHsieh12AbstractHereweassumeeachfi(w)isaµ-stronglyconvex,L-smoothfunction,theregularizationtermg(w)isconvexInthispaperwestudyafa...
with Stochastic Variance Reduction Fast
2023-11-13 11:59:34761538.59 KB11
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Fast Stochastic AUC Maximization with $O(1 n)$-Convergence Rate
FastStochasticAUCMaximizationwithO(1/n)-ConvergenceRateMingruiLiu1XiaoxuanZhang1ZaiyiChen2XiaoyuWang3TianbaoYang1Abstract1982).Comparedwithmisclassiﬁcationrate,AUCismorefavorableintheapplicationsw...
Maximization with Stochastic Fast Rate
2023-11-13 11:59:341356460.99 KB23
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Escaping Saddles with Stochastic Gradients
EscapingSaddleswithStochasticGradientsHadiDaneshmand1JonasKohler1AurelienLucchi1ThomasHofmann1Abstractthroughaconservativestepsize(Nesterov,2013)orviaexplicitvariance-reductiontechniques(Johnson&Zh...
with Stochastic Gradients Escaping Saddles
2023-11-13 11:59:311621739.18 KB9
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Dissipativity Theory for Accelerating Stochastic Variance Reduction A Unified Analysis of SVRG and Katyusha Using Semidefinite Programs
DissipativityTheoryforAcceleratingStochasticVarianceReduction:AUniﬁedAnalysisofSVRGandKatyushaUsingSemideﬁniteProgramsBinHu1StephenWright1LaurentLessard1AbstractMonro,1951;Bottou&LeCun,2003).Rece...
for Stochastic Variance Reduction Dissipativity
2023-11-13 11:59:29766266.06 KB22
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Data-Dependent Stability of Stochastic Gradient Descent
Data-DependentStabilityofStochasticGradientDescentIljaKuzborskij1ChristophH.Lampert2Abstractticeonemightnotevenreachaminimum,yetneverthelessobservesexcellentperformance.Weestablishadata-dependentno...
of Stability Gradient Descent Stochastic
2023-11-13 11:59:221611446.3 KB6
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Continuous and Discrete-time Accelerated Stochastic Mirror Descent for Strongly Convex Functions
ContinuousandDiscrete-timeAcceleratedStochasticMirrorDescentforStronglyConvexFunctionsPanXu1TianhaoWang2QuanquanGu1Abstractloss,squarelossandstronglyconvexregularizerssuchas`2normandKullback-Leible...
and Descent Stochastic Accelerated Mirror
2023-11-13 11:59:191104870.47 KB10
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Black-Box Variational Inference for Stochastic Differential Equations
Black-BoxVariationalInferenceforStochasticDifferentialEquationsThomasRyder12AndrewGolightly1A.StephenMcGough2DennisPrangle1Abstracterrorinvolvedconvergestozeroasthegridbecomesﬁner.Parameterinferen...
for Inference Variational Stochastic Differential
2023-11-13 11:59:1011881.78 MB25
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Augment and Reduce Stochastic Inference for Large Categorical Distributions
AugmentandReduce:StochasticInferenceforLargeCategoricalDistributionsFranciscoJ.R.Ruiz12MichalisK.Titsias3AdjiB.Dieng2DavidM.Blei2Abstractwithmanyclasses,recommendationsystemswithmanyitems,andlangua...
for Inference and Stochastic Augment
2023-11-13 11:59:061517530.27 KB16
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