TY - GEN
T1 - The effect of clustering coefficient and node degree on the robustness of cooperation
AU - Li, Menglin
AU - O'Riordan, Colm
PY - 2013
Y1 - 2013
N2 - This paper explores the robustness of cooperation in a spatially organised population of agents participating in the N-player prisoner's dilemma. The agents are placed on graphs exhibiting different properties and the relationship between these properties and the robustness of cooperation is explained. In particular, this paper analyses the effect the clustering coefficient and the average node degree has on cooperation. In addition to theoretical analysis, rigorous experiments, involving the creation of graphs exhibiting certain desirable properties, are undertaken to explore the effect of the graph properties on the ability of cooperation to resist invasion. Both the theoretical and the experimental results show that when the average degree is high, the population loses the ability to maintain cooperation in the presence of defectors. However, for graphs with lower average node degree, a higher clustering coefficient will guarantee a relatively high cooperation rate.
AB - This paper explores the robustness of cooperation in a spatially organised population of agents participating in the N-player prisoner's dilemma. The agents are placed on graphs exhibiting different properties and the relationship between these properties and the robustness of cooperation is explained. In particular, this paper analyses the effect the clustering coefficient and the average node degree has on cooperation. In addition to theoretical analysis, rigorous experiments, involving the creation of graphs exhibiting certain desirable properties, are undertaken to explore the effect of the graph properties on the ability of cooperation to resist invasion. Both the theoretical and the experimental results show that when the average degree is high, the population loses the ability to maintain cooperation in the presence of defectors. However, for graphs with lower average node degree, a higher clustering coefficient will guarantee a relatively high cooperation rate.
KW - Cooperation
KW - Evolutionary game
KW - Prisoner's Dilemma
UR - http://www.scopus.com/inward/record.url?scp=84881591143&partnerID=8YFLogxK
U2 - 10.1109/CEC.2013.6557913
DO - 10.1109/CEC.2013.6557913
M3 - Conference Publication
SN - 9781479904549
T3 - 2013 IEEE Congress on Evolutionary Computation, CEC 2013
SP - 2833
EP - 2839
BT - 2013 IEEE Congress on Evolutionary Computation, CEC 2013
T2 - 2013 IEEE Congress on Evolutionary Computation, CEC 2013
Y2 - 20 June 2013 through 23 June 2013
ER -