98 citations · 343 across the 12 of their papers we have counts for
5 papers · 1 filter
Adaptation and learning over networks under subspace constraints -- Part II: Performance Analysis
Roula Nassif, Stefan Vlaski, Ali H. Sayed
Part I of this paper considered optimization problems over networks where agents have individual objectives to meet, or individual parameter vectors to estimate, subject to subspac…
Adaptation and learning over networks under subspace constraints -- Part I: Stability Analysis
Roula Nassif, Stefan Vlaski, Ali H. Sayed
This paper considers optimization problems over networks where agents have individual objectives to meet, or individual parameter vectors to estimate, subject to subspace constrain…
Learning over Multitask Graphs -- Part II: Performance Analysis
Roula Nassif, Stefan Vlaski, Cedric Richard +1
Part I of this paper formulated a multitask optimization problem where agents in the network have individual objectives to meet, or individual parameter vectors to estimate, subjec…
Learning over Multitask Graphs -- Part I: Stability Analysis
Roula Nassif, Stefan Vlaski, Cedric Richard +1
This paper formulates a multitask optimization problem where agents in the network have individual objectives to meet, or individual parameter vectors to estimate, subject to a smo…
Diffusion LMS for Multitask Problems with Local Linear Equality Constraints
Roula Nassif, Cédric Richard, André Ferrari +1
We consider distributed multitask learning problems over a network of agents where each agent is interested in estimating its own parameter vector, also called task, and where the…