流行病过程的模拟:现代方法、模型和途径的综述

T. Chumachenko, D. Chumachenko
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引用次数: 1

摘要

本文概述了流行病过程建模的研究现状。对流行过程的数学模型和仿真模型进行了分类。揭示了经典模型的缺点。已经确定了流行病进程固有的具体特征,在构建数学和模拟模型时必须考虑到这些特征。对确定性隔室模型进行了综述。考虑了建立流行病过程统计模型的各种方法和途径。分析了使用机器学习解决的问题类型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
SIMULATION OF EPIDEMIC PROCESSES: A REVIEW OF MODERN METHODS, MODELS AND APPROACHES
The paper is devoted to an overview of the current state of research on the modeling of epidemic processes. The classification of mathematical and simulation models of epidemic processes is carried out. The disadvantages of classical models are revealed. Specific characteristics inherent in epidemic processes have been determined, which must be taken into account when constructing mathematical and simulation models. A review of deterministic compartment models is carried out. Various methods and approaches to the construction of statistical models of epidemic processes are considered. The types of problems that are solved using machine learning are analyzed.
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