Agent-based simulation has been used for the analysis of social and economic systems. However, several studies report that the simulation results depend on the number of agents. This study investigates whether the number of agents really affects the simulation results by taking up the Minority Game which is often applied to real systems such as nancial markets and resource allocation. Our simulation results show that both strategy space and the number of agents may affect the cooperative behaviors of agents as the simulation scale becomes larger.