From cognition to docition: The teaching radio paradigm for distributed & autonomous deployments

L Giupponi, AM Galindo-Serrano, M Dohler - Computer Communications, 2010 - Elsevier
We advocate for a novel communication paradigm of docition which facilitates distributed
and autonomous networking at minimal control overhead and maximal performance. We …

Cognition and docition in OFDMA-based femtocell networks

A Galindo-Serrano, L Giupponi… - 2010 IEEE Global …, 2010 - ieeexplore.ieee.org
We address the coexistence problem between macrocell and femtocell systems by
controlling the aggregated interference generated by multiple femtocell base stations at the …

Distributed learning in wireless networks: Recent progress and future challenges

M Chen, D Gündüz, K Huang, W Saad… - IEEE Journal on …, 2021 - ieeexplore.ieee.org
The next-generation of wireless networks will enable many machine learning (ML) tools and
applications to efficiently analyze various types of data collected by edge devices for …

Learning from experts in cognitive radio networks: The docitive paradigm

A Galindo-Serrano, L Giupponi… - 2010 Proceedings of …, 2010 - ieeexplore.ieee.org
In this paper we introduce the novel paradigm of docition for cognitive radio (CR) networks.
We consider that the CRs are intelligent radios implementing a learning process through …

BeFEMTO's self-organized and docitive femtocells

AG Serrano, L Giupponi… - 2010 Future Network & …, 2010 - ieeexplore.ieee.org
In this paper we use the emerging paradigm of docition for self-organized femtocell networks
which are central to the ICT-BeFEMTO project. We consider that the femtocells are intelligent …

On maintaining linear convergence of distributed learning and optimization under limited communication

S Magnússon, H Shokri-Ghadikolaei… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In distributed optimization and machine learning, multiple nodes coordinate to solve large
problems. To do this, the nodes need to compress important algorithm information to bits so …

[图书][B] Distributed strategic learning for wireless engineers

H Tembine - 2018 - taylorfrancis.com
Although valued for its ability to allow teams to collaborate and foster coalitional behaviors
among the participants, game theory's application to networking systems is not without …

A survey on applications of model-free strategy learning in cognitive wireless networks

W Wang, A Kwasinski, D Niyato… - … Surveys & Tutorials, 2016 - ieeexplore.ieee.org
The framework of cognitive wireless networks is expected to endow the wireless devices
with the cognition-intelligence ability with which they can efficiently learn and respond to the …

Distributed intelligence in wireless networks

X Liu, J Yu, Y Liu, Y Gao, T Mahmoodi… - IEEE Open Journal …, 2023 - ieeexplore.ieee.org
The cloud-based solutions are becoming inefficient due to considerably large time delays,
high power consumption, and security and privacy concerns caused by billions of connected …

Communication-efficient distributed learning: An overview

X Cao, T Başar, S Diggavi, YC Eldar… - IEEE journal on …, 2023 - ieeexplore.ieee.org
Distributed learning is envisioned as the bedrock of next-generation intelligent networks,
where intelligent agents, such as mobile devices, robots, and sensors, exchange information …