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complexity bounds 1 convex optimization 1 derivative-free methods 1 random methods 1 stochastic optimization 1
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Free 1
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Book / Working Paper 1
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English 1
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NESTEROV, Yurii 1
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Center for Operations Research and Econometrics (CORE), École des Sciences Économiques de Louvain 1
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Random gradient-free minimization of convex functions
NESTEROV, Yurii - Center for Operations Research and Econometrics (CORE), … - 2011
In this paper, we prove the complexity bounds for methods of Convex Optimization based only on computation of the function value. The search directions of our schemes are normally distributed random Gaussian vectors. It appears that such methods usually need at most n times more iterations than...
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