Towards fine grained human behaviour simulation models

Meghendra Singh, Mayuri Duggirala, Harshal G. Hayatnagarkar, Sachin Patel, Vivek Balaraman
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引用次数: 12

Abstract

Agent based simulation modelers have found it difficult to build grounded fine grained simulation models of human behavior. By grounded we mean that the model elements must rest on valid observations of the real world, by fine grained we mean the ability to factor in multiple dimensions of behavior such as personality, affect and stress. In this paper, we present a set of guidelines to build such models that use fragments of behavior mined from past literature in the social sciences as well as behavioral studies conducted in the field. The behavior fragments serve as the building blocks to compose grounded fine grained behavior models. The models can be used in simulations for studying the dynamics of any set of behavioral dimensions in some situation of interest. These guidelines are a result of our experience with creating a fine grained simulation model of a support services organization.
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迈向细粒度人类行为模拟模型
基于智能体的仿真建模者发现很难建立基于人类行为的细粒度仿真模型。我们所说的“基础”是指模型元素必须建立在对现实世界的有效观察之上,而“细粒度”则是指将行为的多个维度(如个性、情感和压力)考虑在内的能力。在本文中,我们提出了一套指导方针来建立这样的模型,这些模型使用了从过去的社会科学文献中挖掘出来的行为片段,以及在该领域进行的行为研究。行为片段作为构建块,组成基于的细粒度行为模型。该模型可用于模拟研究在某些感兴趣的情况下任何一组行为维度的动态。这些指导方针是我们创建支持服务组织的细粒度模拟模型的经验的结果。
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