208 citations · 1.7k across the 69 of their papers we have counts for
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math.OC2015★ 2 cited
A Stochastic Majorize-Minimize Subspace Algorithm for Online Penalized Least Squares Estimation
Chouzenoux Emilie, Pesquet Jean-Christophe
Stochastic approximation techniques play an important role in solving many problems encountered in machine learning or adaptive signal processing. In these contexts, the statistics…
math.OC2015★ 27 cited
Stochastic Approximations and Perturbations in Forward-Backward Splitting for Monotone Operators
Patrick L. Combettes, Jean-Christophe Pesquet
We investigate the asymptotic behavior of a stochastic version of the forward-backward splitting algorithm for finding a zero of the sum of a maximally monotone set-valued operator…