论文标题

再分配系统和婴儿车

Redistribution Systems and PRAM

论文作者

Cohen, Paul, Loboda, Tomasz

论文摘要

在规则控制下,组之间的重新分布系统迭代重新分布质量。婴儿车是建造重新分配系统的框架。我们讨论重新分布系统,基于代理的系统,隔室模型和贝叶斯模型之间的关系。婴儿车将基于代理的模型通过重新分配系统进行重新定义,使基于代理的模型在声音概率的基础上。这为集成基于代理的概率模型提供了基础。 \ pram/扩展了概率关系模型的主题,并提出推断以结合动力学模型和仿真。我们用流行病学的例子说明了婴儿车。

Redistribution systems iteratively redistribute mass between groups under the control of rules. PRAM is a framework for building redistribution systems. We discuss the relationships between redistribution systems, agent-based systems, compartmental models and Bayesian models. PRAM puts agent-based models on a sound probabilistic footing by reformulating them as redistribution systems. This provides a basis for integrating agent-based and probabilistic models. \pram/ extends the themes of probabilistic relational models and lifted inference to incorporate dynamical models and simulation. We illustrate PRAM with an epidemiological example.

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