153 citations · 628 across the 41 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…
cs.IT2015★ 153 cited
A Survey of Stochastic Simulation and Optimization Methods in Signal Processing
Marcelo Pereyra, Philip Schniter, Emilie Chouzenoux +4
Modern signal processing (SP) methods rely very heavily on probability and statistics to solve challenging SP problems. SP methods are now expected to deal with ever more complex m…