Incentive-aware autonomous client participation in federated learning

M Hu, D Wu, Y Zhou, X Chen… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Federated learning (FL) emerges as a promising paradigm to enable a federation of clients
to train a machine learning model in a privacy-preserving manner. Most existing works …

The influence of immersive and collaborative virtual environments in improving spatial skills

J Conesa, FJ Mula, KA Bartlett, F Naya, M Contero - Applied Sciences, 2023 - mdpi.com
The use of Virtual Reality (VR) is growing in popularity in educational contexts. In this work,
we present a novel software application based on immersive VR in which users can interact …

Minority games with applications to distributed decision making and control in wireless networks

S Ranadheera, S Maghsudi… - IEEE Wireless …, 2017 - ieeexplore.ieee.org
5G dense SCNs are expected to meet the thousand-fold mobile traffic challenge within the
next few years. When develo** solution schemes for resource allocation problems in such …

[BOOK][B] Fundamentals of cognitive radio

P Setoodeh, S Haykin - 2017 - books.google.com
A comprehensive treatment of cognitive radio networks and the specialized techniques used
to improve wireless communications The human brain, as exemplified by cognitive radar …

Minority game for distributed user association in unlicensed heterogenous networks

Y Wang, J Yuan, G Yu, Q Chen… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
In this paper, inspired by the minority game (MG), we propose a distributed user association
mechanism for the heterogenous networks (HetNets) on unlicensed bands. Our proposal …

Controlling herding in minority game systems

JQ Zhang, ZG Huang, ZX Wu, R Su, YC Lai - Scientific reports, 2016 - nature.com
Resource allocation takes place in various types of real-world complex systems such as
urban traffic, social services institutions, economical and ecosystems. Mathematically, the …

Key Mechanisms on Resource Optimization Allocation in Minority Game Based on Reinforcement Learning

C Di, T Wang, Q Zhou, J Wang - Tsinghua Science and …, 2024 - ieeexplore.ieee.org
The emergence of coordinated and consistent macro behavior among self-interested
individuals competing for limited resources represents a central inquiry in comprehending …

[BOOK][B] An introduction to socio-finance

JV Andersen, A Nowak - 2013 - Springer
The word “socio-finance” used in the title of this book is meant as a description that catches
the underlying nature of price formation in financial markets. Since the term as such does not …

Emergence of grou** in multi-resource minority game dynamics

ZG Huang, JQ Zhang, JQ Dong, L Huang, YC Lai - Scientific reports, 2012 - nature.com
Complex systems arising in a modern society typically have many resources and strategies
available for their dynamical evolutions. To explore quantitatively the behaviors of such …

Collective behavior of artificial intelligence population: transition from optimization to game

SP Zhang, JQ Zhang, ZG Huang, BH Guo, ZX Wu… - Nonlinear …, 2019 - Springer
Collective behavior in the resource allocation systems has attracted much attention, where
the efficiency of the system is intimately depended on the self-organized processes of the …