This work introduces a novel modified Replicator Dynamics model, which includes external influences on the population. This framework models a realistic market into which companies, the external dynamic influences, invest resources in order to bolster their product's standing and increase their market share. The dynamic influences change in each time step of the game, and directly modify the payoff matrix of the population's interactions. The model can learn from real data how each influence affects the market, and can be used to simulate and predict the outcome of a real system. We specifically analyze how a new technology can compete and attempt to unseat an entrenched technology as the market leader. We establish a relationship between the external influences and the population payoff matrix and show how the system can be implemented to predict outcomes in a real market by simulating the rise of the Android mobile operating system over its primary competition, the iPhone, from 2009 to 2017.
翻译:这项工作引入了新颖的修改版复制者动态模型,其中包括外部对人口的影响。这个框架模型模拟了一个现实的市场,公司、外部动态影响、投资资源以提升产品地位和增加市场份额。动态影响每时每刻的游戏变化,直接修改人口互动的回报矩阵。该模型可以从真实数据中学习每种影响如何影响市场,并可用于模拟和预测一个真实系统的结果。我们具体分析新技术如何能够竞争并试图将一个根深蒂固的技术剥离为市场领导者。我们建立了外部影响与人口支付矩阵之间的关系,并展示如何实施该系统,通过模拟2009年至2017年安卓移动操作系统在其主要竞争(iPhone)上的崛起来预测实际市场的结果。