Constant step stochastic approximations involving differential inclusions: stability, long-run convergence and applications

Group sparse regularization for deep neural networks

(2017) Simone Scardapane et al.   NEUROCOMPUTING

Dynamical Behavior of a Stochastic Forward–Backward Algorithm Using Random Monotone Operators

(2016) Pascal Bianchi et al.   JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS

From error bounds to the complexity of first-order descent methods for convex functions

(2016) Jérôme Bolte et al.   MATHEMATICAL PROGRAMMING

Ergodic Convergence of a Stochastic Proximal Point Algorithm

(2016) Pascal Bianchi   SIAM JOURNAL ON OPTIMIZATION

Stochastic Approximations with Constant Step Size and Differential Inclusions

(2013) Grégory Roth et al.   SIAM JOURNAL ON CONTROL AND OPTIMIZATION

Scheduling in a Random Environment: Stability and Asymptotic Optimality

(2012) Urtzi Ayesta et al.   IEEE-ACM TRANSACTIONS ON NETWORKING

Markov chains with discontinuous drifts have differential inclusion limits

(2012) Nicolas Gast et al.   PERFORMANCE EVALUATION

ERGODIC PROPERTIES OF WEAK ASYMPTOTIC PSEUDOTRAJECTORIES FOR SET-VALUED DYNAMICAL SYSTEMS

(2012) MATHIEU FAURE et al.   Stochastics and Dynamics

Stochastic Approximations of Set-Valued Dynamical Systems: Convergence with Positive Probability to an Attractor

(2010) Mathieu Faure et al.   MATHEMATICS OF OPERATIONS RESEARCH