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Kostas Berberidis

5 accepted papers

2023

A Highly Interpretable Deep Equilibrium Network for Hyperspectral Image Deconvolution

ICASSP 2023accepted

In this paper, a novel technique for the hyperspectral image deconvolution problem is developed. First, considering the highly ill-posed nature of the examined problem, it is imperative to incorporate proper priors (regularizers) to capture the strong spectral and spatial dependencies of the hypersp…

Cited by 0SourceScholar
2023

Cooperative Five Degrees Of Freedom Motion Estimation For A Swarm Of Autonomous Vehicles

ICASSP 2023accepted

In this paper, we propose a novel cooperative-based system that facilitates each autonomous vehicle of the swarm to be fully aware of its 5 degrees of freedom (DOF) motion, i.e., 3D translation and 2D rotation, a very important task for autonomous navigation, known also as simultaneous localization…

Cited by 0SourceScholar
2023

Fully Distributed Federated Learning with Efficient Local Cooperations

ICASSP 2023accepted

Recently, a shift has been observed towards the so-called edge machine learning, which allow multiple devices with local computational and storage resources to collaborate with the assistance of a centralized server. The well-known federated learning approach is able to utilize such architectures by…

Cited by 0SourceScholar
2019

Potential Games for Distributed Parameter Estimation in Networks with Ambiguous Measurements

ICASSP 2019accepted

Distributed estimation of a parameter vector in a network of sensor nodes with ambiguous measurements is considered. The ambiguities are modelled by following a set-theoretic approach, that leads to each sensor employing a non-convex constraint set on the parameter vector. Consensus can be used to r…

Cited by 0SourceScholar
2015

Coalitional game theoretic approach to distributed adaptive parameter estimation

ICASSP 2015accepted

In this paper, the parameter estimation problem based on diffusion least mean squares strategies is studied from a coalitional game theoretical perspective. The problem has been modeled as a non-transferable coalitional game and two scenarios have been considered, one where the value function includ…

Cited by 0SourceScholar