Mean field for Markov decision processes: from discrete to continuous optimization

N Gast, B Gaujal, JY Le Boudec - IEEE Transactions on …, 2012 - ieeexplore.ieee.org
We study the convergence of Markov decision processes, composed of a large number of
objects, to optimization problems on ordinary differential equations. We show that the …

Covid-19: data-driven mean-field-type game perspective

H Tembine - Games, 2020 - mdpi.com
In this article, a class of mean-field-type games with discrete-continuous state spaces is
considered. We establish Bellman systems which provide sufficiency conditions for mean …

Learning in mean-field games

H Yin, PG Mehta, SP Meyn… - IEEE Transactions on …, 2013 - ieeexplore.ieee.org
The purpose of this paper is to show how insight obtained from a mean-field model can be
used to create an architecture for approximate dynamic programming (ADP) for a certain …

Cyber security based on mean field game model of the defender: Attacker strategies

L Miao, S Li - International Journal of Distributed Sensor …, 2017 - journals.sagepub.com
The transmission process of information among computers of network is considered as the
procedure of interactive behaviors. In this article, we present a mean field game model for …

Noisy mean field game model for malware propagation in opportunistic networks

H Tembine, P Vilanova, M Debbah - … 2011, Shanghai, China, April 16-18 …, 2012 - Springer
In this paper we present analytical mean field techniques that can be used to better
understand the behavior of malware propagation in opportunistic large networks. We …

Optimal defense strategy based on the mean field game model for cyber security

L Miao, L Wang, S Li, H Xu… - International Journal of …, 2019 - journals.sagepub.com
With the evolution of research on defense strategies in cyber security, the choice of an
optimal strategy has become a key problem in current studies. Focusing on the balance …

Mean field interaction in biochemical reaction networks

H Tembine, R Tempone… - 2011 49th Annual Allerton …, 2011 - ieeexplore.ieee.org
In this paper we establish a relationship between chemical dynamics and mean field game
dynamics. We show that chemical reaction networks can be studied using noisy mean field …

A mean field stochastic game for battery state-dependent power management

H Tembine - IFAC Proceedings Volumes, 2011 - Elsevier
We consider large population of interacting mobile devices with individual state dynamics.
Each mobile device has its own battery. The battery state is a modeled as a Markov decision …

[引用][C] A Mean Field Stochastic Game Approach for Dynamic Access Cognitive Networks

H Tembine, P Vilanova, M Assaad, M Debbah