TY - GEN
T1 - Norms and cultural learning in the N-player prisoner's dilemma
AU - O'Riordan, Colm
AU - Griffith, Josephine
AU - Curran, Dara
AU - Sorensen, Humphrey
PY - 2006
Y1 - 2006
N2 - Social dilemmas are characterised by a choice between actions which are individually rational but collectively sub-optimal and actions which are better for the collective but leave individuals open to exploitation. Evolutionary game theory has been adopted to model the evolution of successive generations of agents playing a social dilemma game. In evolutionary simulations of N-player social dilemmas, cooperation rarely emerges. This paper investigates cultural evolution (via norms that are recorded as artefacts) as a means to increase the fitness of the society by allowing individual strategies to base their actions, not just on their genetic material, but also to take into consideration (by learning) evidence recorded as artefacts. In the first set of experiments, these norms are propagated vertically and we show that allowing cultural learning for a set of strategies in a small population can result in a stable and cooperative society. In the second set of preliminary experiments, agents are organised spatially according to a random graph and norms are spread horizontally.
AB - Social dilemmas are characterised by a choice between actions which are individually rational but collectively sub-optimal and actions which are better for the collective but leave individuals open to exploitation. Evolutionary game theory has been adopted to model the evolution of successive generations of agents playing a social dilemma game. In evolutionary simulations of N-player social dilemmas, cooperation rarely emerges. This paper investigates cultural evolution (via norms that are recorded as artefacts) as a means to increase the fitness of the society by allowing individual strategies to base their actions, not just on their genetic material, but also to take into consideration (by learning) evidence recorded as artefacts. In the first set of experiments, these norms are propagated vertically and we show that allowing cultural learning for a set of strategies in a small population can result in a stable and cooperative society. In the second set of preliminary experiments, agents are organised spatially according to a random graph and norms are spread horizontally.
UR - https://www.scopus.com/pages/publications/34547288859
M3 - Conference Publication
AN - SCOPUS:34547288859
SN - 0780394879
SN - 9780780394872
T3 - 2006 IEEE Congress on Evolutionary Computation, CEC 2006
SP - 1105
EP - 1110
BT - 2006 IEEE Congress on Evolutionary Computation, CEC 2006
T2 - 2006 IEEE Congress on Evolutionary Computation, CEC 2006
Y2 - 16 July 2006 through 21 July 2006
ER -