40 citations · 98 across the 6 of their papers we have counts for
6 papers
Asymptotic analysis of cooperative censoring policies in sensor networks
Jesus Fernandez-Bes, Rocío Arroyo-Valles, Jesús Cid-Sueiro
The problem of cooperative data censoring in battery-powered multihop sensor networks is analyzed in this paper. We are interested in scenarios where nodes generate messages (which…
An MDP Model for Censoring in Harvesting Sensors: Optimal and Approximated Solutions
Jesus Fernandez-Bes, Jesus Cid-Sueiro, Antonio G. Marques
In this paper, we propose a novel censoring policy for energy-efficient transmissions in energy-harvesting sensors. The problem is formulated as an infinite-horizon Markov Decision…
On the Relationship between Online Gaussian Process Regression and Kernel Least Mean Squares Algorithms
Steven Van Vaerenbergh, Jesus Fernandez-Bes, Víctor Elvira
We study the relationship between online Gaussian process (GP) regression and kernel least mean squares (KLMS) algorithms. While the latter have no capacity of storing the entire p…
Censoring Diffusion for Harvesting WSNs
Jesus Fernandez-Bes, Rocío Arroyo-Valles, Jerónimo Arenas-García +1
In this paper, we analyze energy-harvesting adaptive diffusion networks for a distributed estimation problem. In order to wisely manage the available energy resources, we propose a…
Adaptive Diffusion Schemes for Heterogeneous Networks
Jesus Fernandez-Bes, Jerónimo Arenas-García, Magno T. M. Silva +1
In this paper, we deal with distributed estimation problems in diffusion networks with heterogeneous nodes, i.e., nodes that either implement different adaptive rules or differ in…
A Probabilistic Least-Mean-Squares Filter
Jesus Fernandez-Bes, Víctor Elvira, Steven Van Vaerenbergh
We introduce a probabilistic approach to the LMS filter. By means of an efficient approximation, this approach provides an adaptable step-size LMS algorithm together with a measure…