Development of gaming-based modeling methodology

针对游戏仿真建模中的验证与验证问题，提出了一种新的方法--代理数据模拟法。在该方法中，建模者使用现有游戏模型和实际游戏的日志数据来验证和/或验证正在建立的模型。通过建立模拟游戏的数学认识论框架、模拟器的设计与实现、评价模型的构建以及在实际商务游戏课堂上的实验，对该方法进行了评价。数据分析表明，该方法可以有效地对模拟游戏进行建模，支持游戏过程中的决策，并利用该方法进行假设分析，加深玩家对游戏的理解。

As a measure against the problem of verification and validation in gaming simulation modeling, a new method, called surrogate data simulation method, were proposed. In this method, modeler use existing game model and log data of actual gameplay for verifying and/or validating model being built. The method was evaluated through development of mathematical epistemological framework of simulation game, design and implementation of simulator, construction of evaluation model, and experiments in actual business game classes. The data analysis suggested that the proposed method could be effective in modeling simulation game, supporting decision-making during gameplay, and developing players' deeper understanding by using this method as what-if analysis.