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Agent-Based Simulation Tools in Computational Epidemiology

机译:计算流行病学中基于智能体的仿真工具

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摘要

An agent-based approach is evaluated for its applicability as a new modeling technology in the emerging area of Computational Epidemiology, a research domain that attempts to synergistically unite the fields of Computer Science and Epidemiology. A primary concern of epidemiologists is investigating the spread of infectious diseases. Computer Scientists can provide powerful tools for epidemiologists to study such diseases. The existing simulation approaches available to epidemiologists are fast becoming obsolete, with data being stored in newer formats like GIS formats. There is an urgent need for developing computationally powerful, user-friendly tools that can be used by epidemiologists to study the dynamics of disease spread. We present a survey of the state-of-the-art in agent-based modeling and discuss the unique features of our chosen technique. Our agent-based approach effectively models the dynamics of the spread of infectious diseases in spatially-delineated environments by using agents to model the interaction between people and pathogens. We present preliminary results of modeling an actual tuberculosis disease outbreak in a local shelter. This model is an important step in the development of user-friendly tools for epidemiologists.
机译:对基于代理的方法作为计算流行病学这一新兴领域的新建模技术的适用性进行了评估,该领域试图将计算机科学和流行病学领域进行协同整合。流行病学家最关心的是调查传染病的传播。计算机科学家可以为流行病学家提供强大的工具来研究此类疾病。流行病学家可用的现有模拟方法正在迅速过时,数据以GIS格式等较新的格式存储。迫切需要开发一种计算功能强大,用户友好的工具,流行病学家可以使用这些工具来研究疾病传播的动态。我们介绍了基于代理的建模的最新技术,并讨论了所选技术的独特功能。我们的基于代理的方法通过使用代理来模拟人与病原体之间的相互作用,从而有效地模拟了空间划分环境中传染病传播的动力学。我们提出了在当地庇护所中对实际结核病暴发进行建模的初步结果。该模型是为流行病学家开发用户友好工具的重要一步。

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