Zaid J. Towfic

Distributed primal strategies outperform primal-dual strategies over adaptive networks

This work studies distributed primal-dual strategies for adaptation and learning over networks from streaming data. Two first-order methods are considered based on the Arrow-Hurwicz (AH) and augmented Lagrangian (AL) techniques. Several results are revealed in relation to the performance and stabili…