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  • Search: subject:"stochastic approximation methods"
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complexity bounds 1 fast gradient method 1 first-order methods 1 probability of large deviations 1 smooth convex optimization 1 stochastic approximation methods 1 stochastic optimization 1
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Free 1
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Book / Working Paper 1
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Undetermined 1
Author
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DEVOLDER, Olivier 1
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Center for Operations Research and Econometrics (CORE), École des Sciences Économiques de Louvain 1
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CORE Discussion Papers 1
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RePEc 1
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Stochastic first order methods in smooth convex optimization
DEVOLDER, Olivier - Center for Operations Research and Econometrics (CORE), … - 2011
In this paper, we are interested in the development of efficient first-order methods for convex optimization problems in the simultaneous presence of smoothness of the objective function and stochasticity in the first-order information. First, we consider the Stochastic Primal Gradient method,...
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