Incremental adaptive strategies over distributed networks

CG Lopes, AH Sayed - IEEE transactions on signal processing, 2007 - ieeexplore.ieee.org
An adaptive distributed strategy is developed based on incremental techniques. The
proposed scheme addresses the problem of linear estimation in a cooperative fashion, in …

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 …

Adaptive processing over distributed networks

AH Sayed, CG Lopes - IEICE Transactions on Fundamentals of …, 2007 - search.ieice.org
The article describes recent adaptive estimation algorithms over distributed networks. The
algorithms rely on local collaborations and exploit the space-time structure of the data. Each …

Distributed processing over adaptive networks

AH Sayed, CG Lopes - 2007 9th International Symposium on …, 2007 - ieeexplore.ieee.org
8>>>< >>>: Page 1 DISTRIBUTED PROCESSING OVER ADAPTIVE NETWORKS Ali H. Sayed
and Cassio G. Lopes Department of Electrical Engineering University of California Los Angeles …

Diffusion recursive least-squares for distributed estimation over adaptive networks

FS Cattivelli, CG Lopes… - IEEE Transactions on …, 2008 - ieeexplore.ieee.org
We study the problem of distributed estimation over adaptive networks where a collection of
nodes are required to estimate in a collaborative manner some parameter of interest from …

Diffusion least-mean squares over adaptive networks: Formulation and performance analysis

CG Lopes, AH Sayed - IEEE Transactions on Signal Processing, 2008 - ieeexplore.ieee.org
We formulate and study distributed estimation algorithms based on diffusion protocols to
implement cooperation among individual adaptive nodes. The individual nodes are …

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 strategies outperform consensus strategies for distributed estimation over adaptive networks

SY Tu, AH Sayed - IEEE Transactions on Signal Processing, 2012 - ieeexplore.ieee.org
Adaptive networks consist of a collection of nodes with adaptation and learning abilities. The
nodes interact with each other on a local level and diffuse information across the network to …

Diffusion adaptation strategies for distributed optimization and learning over networks

J Chen, AH Sayed - IEEE Transactions on Signal Processing, 2012 - ieeexplore.ieee.org
We propose an adaptive diffusion mechanism to optimize global cost functions in a
distributed manner over a network of nodes. The cost function is assumed to consist of a …

Adaptive robust distributed learning in diffusion sensor networks

S Chouvardas, K Slavakis… - IEEE Transactions on …, 2011 - ieeexplore.ieee.org
In this paper, the problem of adaptive distributed learning in diffusion networks is
considered. The algorithms are developed within the convex set theoretic framework. More …