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math.PR2013★ 1 cited
Multi-level stochastic approximation algorithms
Noufel Frikha
This paper studies multi-level stochastic approximation algorithms. Our aim is to extend the scope of the multilevel Monte Carlo method recently introduced by Giles (Giles 2008) to…
math.PR2013
Transport-entropy inequalities and deviation estimates for stochastic approximation schemes
Max Fathi, Noufel Frikha
We obtain new transport-entropy inequalities and, as a by-product, new deviation estimates for the laws of two kinds of discrete stochastic approximation schemes. The first one ref…