Adaptive networks

AH Sayed - Proceedings of the IEEE, 2014 - ieeexplore.ieee.org
This paper surveys recent advances related to adaptation, learning, and optimization over
networks. Various distributed strategies are discussed that enable a collection of networked …

Adaptation, learning, and optimization over networks

AH Sayed - Foundations and Trends® in Machine Learning, 2014 - nowpublishers.com
This work deals with the topic of information processing over graphs. The presentation is
largely self-contained and covers results that relate to the analysis and design of multi-agent …

Proximal multitask learning over networks with sparsity-inducing coregularization

R Nassif, C Richard, A Ferrari… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
In this work, we consider multitask learning problems where clusters of nodes are interested
in estimating their own parameter vector. Cooperation among clusters is beneficial when the …

Modified distributed iterative hard thresholding

P Han, R Niu, YC Eldar - 2015 IEEE International Conference …, 2015 - ieeexplore.ieee.org
In this paper, we suggest a modified distributed compressed sensing (CS) approach based
on the iterative hard thresholding (IHT) algorithm, namely, distributed IHT (DIHT). Our …

Asynchronous adaptive networks

AH Sayed, X Zhao - Cooperative and Graph Signal Processing, 2018 - Elsevier
The overview article [1] surveyed advances related to adaptation, learning, and optimization
over synchronous networks. Various distributed strategies were discussed that enable a …

Using marginal median and block least mean squares in mobile adaptive networks

F Mandanas, C Kotropoulos - 2017 IEEE Global Conference …, 2017 - ieeexplore.ieee.org
Here, we are interested in the case where a randomly chosen subset of agents share
deliberately with their neighbors local information corrupted with gross errors, which is a …

[PDF][PDF] Robust adaptive machine learning algorithms for distributed signal processing

S Chouvardas - The Committee of Research and Development, 2014 - Citeseer
Distributed networks comprising a large number of nodes, eg, Wireless Sensor Networks,
Personal Computers (PC's), laptops, smart phones, etc., which cooperate with each other in …

Εύρωστοι προσαρμοστικοί αλγόριθμοι μηχανικής μάθησης για κατανεμημένη επεξεργασία σήματος

ΣΝ Χουβαρδάς - 2016 - repository-edulll.ekt.gr
Κατανεμημένα δίκτυα τα οποία απαρτίζονται από ε΄ ναν μεγάλο αριθμό κόμβων π. χ. Δίκτυα
Ασύρματων Αισθητήρων, προσωπικοί υπολογιστές, φορητοί υπολογιστές, έξυπνα τηλέφωνα …