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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…

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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…

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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…

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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…

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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…

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