TY - GEN
T1 - Stability of multi-agent systems
AU - Chli, Maria
AU - de Wilde, Phillipe
AU - Goossenaerts, Jan
AU - Abramov, Vladimir
AU - Szirbik, Nick
AU - Correia, Luis
AU - Mariano, Pedro
AU - Ribeiro, Rita
N1 - Copyright 2008 Elsevier B.V., All rights reserved.
PY - 2003
Y1 - 2003
N2 - This work attempts to shed light to the fundamental concepts behind the stability of Multi-Agent Systems. We view the system as a discrete time Markov chain with a potentially unknown transitional probability distribution. The system will be considered to be stable when its state has converged to an equilibrium distribution. Faced with the non-trivial task of establishing the convergence to such a distribution, we propose a hypothesis testing approach according to which we test whether the convergence of a particular system metric has occurred. We describe some artificial multi-agent ecosystems that were developed and we present results based on these systems which confirm that this approach qualitatively agrees with our intuition.
AB - This work attempts to shed light to the fundamental concepts behind the stability of Multi-Agent Systems. We view the system as a discrete time Markov chain with a potentially unknown transitional probability distribution. The system will be considered to be stable when its state has converged to an equilibrium distribution. Faced with the non-trivial task of establishing the convergence to such a distribution, we propose a hypothesis testing approach according to which we test whether the convergence of a particular system metric has occurred. We describe some artificial multi-agent ecosystems that were developed and we present results based on these systems which confirm that this approach qualitatively agrees with our intuition.
UR - http://www.scopus.com/inward/record.url?scp=0242576536&partnerID=8YFLogxK
UR - http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=1243872
U2 - 10.1109/ICSMC.2003.1243872
DO - 10.1109/ICSMC.2003.1243872
M3 - Conference publication
AN - SCOPUS:0242576536
SN - 0-7803-7952-7
VL - 1
T3 - IEEE International Conference on Systems, Man, and Cybernetics: conference proceedings
SP - 551
EP - 556
BT - IEEE International Conference on Systems, Man and Cybernetics, 2003
PB - IEEE
T2 - IEEE International Conference on Systems, Man and Cybernetics, 2003
Y2 - 5 October 2003 through 8 October 2003
ER -