59 citations · 195 across the 37 of their papers we have counts for
3 papers · 2 filters
Modified Fejér sequences and applications
Junhong Lin, Lorenzo Rosasco, Silvia Villa +1
In this note, we propose and study the notion of modified Fejér sequences. Within a Hilbert space setting, we show that it provides a unifying framework to prove convergence rates…
Stochastic inertial primal-dual algorithms
Lorenzo Rosasco, Silvia Villa, Bang Cong Vu
We propose and study a novel stochastic inertial primal-dual approach to solve composite optimization problems. These latter problems arise naturally when learning with penalized r…
A stochastic inertial forward-backward splitting algorithm for multivariate monotone inclusions
Lorenzo Rosasco, Silvia Villa, Bang Cong Vu
We propose an inertial forward-backward splitting algorithm to compute the zero of a sum of two monotone operators allowing for stochastic errors in the computation of the operator…