Diffusion LMS over multitask networks

J Chen, C Richard, AH Sayed - IEEE Transactions on Signal …, 2015 - ieeexplore.ieee.org
The diffusion LMS algorithm has been extensively studied in recent years. This efficient
strategy allows to address distributed optimization problems over networks in the case …

Distributed linear estimation over sensor networks

GC Calafiore, F Abrate - International Journal of Control, 2009 - Taylor & Francis
We consider a network of sensors in which each node may collect noisy linear
measurements of some unknown parameter. In this context, we study a distributed …

Distributed recursive least-squares: Stability and performance analysis

G Mateos, GB Giannakis - IEEE Transactions on Signal …, 2012 - ieeexplore.ieee.org
The recursive least-squares (RLS) algorithm has well-documented merits for reducing
complexity and storage requirements, when it comes to online estimation of stationary …

Diffusion least-mean squares with adaptive combiners: Formulation and performance analysis

N Takahashi, I Yamada… - IEEE Transactions on …, 2010 - ieeexplore.ieee.org
This paper presents an efficient adaptive combination strategy for the distributed estimation
problem over diffusion networks in order to improve robustness against the spatial variation …

A sparsity promoting adaptive algorithm for distributed learning

S Chouvardas, K Slavakis, Y Kopsinis… - IEEE Transactions …, 2012 - ieeexplore.ieee.org
In this paper, a sparsity promoting adaptive algorithm for distributed learning in diffusion
networks is developed. The algorithm follows the set-theoretic estimation rationale. At each …

Diffusion bias-compensated RLS estimation over adaptive networks

A Bertrand, M Moonen… - IEEE Transactions on …, 2011 - ieeexplore.ieee.org
We study the problem of distributed least-squares estimation over ad hoc adaptive networks,
where the nodes have a common objective to estimate and track a parameter vector. We …

Distributed recursive least-squares strategies over adaptive networks

AH Sayed, CG Lopes - 2006 fortieth asilomar conference on …, 2006 - ieeexplore.ieee.org
A distributed least-squares estimation strategy is developed by appealing to collaboration
techniques that exploit the space-time structure of the data, achieving an exact recursive …

Diffusion adaptive networks with changing topologies

CG Lopes, AH Sayed - 2008 IEEE International Conference on …, 2008 - ieeexplore.ieee.org
Adaptive networks (AN) have been recently proposed to address distributed estimation
problems [1]-[4]. Here we extend prior work to changing topologies and data-normalized …

Distributed adaptive incremental strategies: Formulation and performance analysis

CG Lopes, AH Sayed - 2006 IEEE international conference on …, 2006 - ieeexplore.ieee.org
An adaptive distributed estimation strategy is developed based on incremental gradient
techniques. The proposed scheme addresses the problem of distributed linear estimation in …

Distributed and collaborative estimation over wireless sensor networks

A Speranzon, C Fischione… - Proceedings of the 45th …, 2006 - ieeexplore.ieee.org
A new distributed algorithm for cooperative estimation of a slowly time-varying signal using a
wireless sensor network is presented. The estimate in each node is based on a so called …