基于主体的欧洲地区人口动态模型

Federico Pablo-Martí, J. Santos, J. Kaszowska
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In this article they present an agent-based model that emphasize on the partner formation and they combine it with survivorship and birth rates empirical and projected.Our agent-based model, developed at the same time, follows the same path and develops an agentbased model with the same features as the cited one, but ours is focus on the importance of the labor market and migration patterns. These two relevant parts are not taken into account by Silverman and his co-authors, but they may be fundamental in economies as the ones of PIGS countries, where the long-term unemployment and the inexistent recovery expectations urge a part of the population to change their location. Hence, migration patterns within European countries also affect the overall population dynamics. These patterns have been incorporated in MULTIPOLES model. 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引用次数: 4

摘要

摘要本文的目的是提出并讨论一个基于主体的人口动态模型在NUTS 3水平的欧洲地区。它包括以有限理性执行若干活动的个体。本文简要讨论了该主题的最新进展,然后描述了准备数据库的过程,其中包含必要的信息来提供和校准模型。然后给出了初始化模块。它根据表征代理的包含变量的平均和边际总体分布产生个体异质性。为了模拟迁移的机制,我们的模型在主流经济理论的基础上,使用简单而有效的规则,在区域层面上创造了一个人工的劳动力需求。模型的其余部分:教育、配对、老龄化和死亡也被提出。定义了一组场景,并计算了区域聚合。因此,准备用表格、图形和地图将结果可视化。在本文中,我们讨论了一个基于主体的欧洲地区NUTS 3水平的人口动态模型。在继续介绍模型细节和描述提供和校准该模型所需的数据库的准备之前,先介绍一下这个主题的最新进展。因此,我们将介绍如何使用基于主体的模型来模拟人口动态,同时也注意劳动力市场的重要性。目前,人口动态是人们最感兴趣的研究领域。它结合了从经济学、人口学研究和社会学中提取的结果。它们都有自己的研究方法,都提出了种群动态和相关现象建模的新技术1-2。在“人口的半人工模型:将人口统计学与基于主体的建模联系起来”中,作者提出了一篇关于死亡率、生育率和伙伴关系形成动态的基于主体的模型的开创性论文。他们“提出,将人口统计方法与ABM框架直接联系起来,将使我们能够建立模型,增加我们对人口变化的理解,同时帮助我们避免过度依赖经验数据的陷阱。”ABM使我们能够产生具有更大解释能力的模型,而人口组成部分允许使用ABM方法固有的灵活性,在给定的参数空间内产生合理的情景。”在本文中,他们提出了一个基于主体的模型,强调伙伴的形成,并将其与经验和预测的存活率和出生率相结合。与此同时,我们开发的基于主体的模型遵循了相同的路径,并开发了一个具有相同特征的基于主体的模型,但我们的模型更关注劳动力市场和移民模式的重要性。西尔弗曼和他的合著者没有考虑到这两个相关的部分,但它们可能是猪群国家经济的基础,在这些国家,长期失业和不存在的复苏预期促使一部分人口改变居住地。因此,欧洲国家内部的移徙模式也影响到总体人口动态。这些模式已被纳入MULTIPOLES模型。它是研究人口动态的下一代模型的重要一步,它包括出生、死亡和移徙,改进了官方统计部门所获得的结果。在前面提到的论文中没有考虑到的关键特征是迁移的重要性。然而,最近的迁移动力学研究是根据基于智能体的方法前提进行建模的。ABM技术是人口和劳动力市场建模中最有前途的技术之一。…
本文章由计算机程序翻译,如有差异,请以英文原文为准。
An Agent-Based Model of Population Dynamics for the European Regions
AbstractThe aims of this paper are to present and to discuss an agent-based model of population dynamics for the European regions at NUTS 3 level. It includes individuals that perform several activities with bounded rationality. The paper briefly discusses the latest novelties on this topic and then describes the processes to prepare a data base with the necessary information to feed and calibrate the model. Then it is presented the initialization module. It generates individual heterogeneity according to average and marginal aggregate distributions of the included variables that characterize the agents. In order to simulate the mechanisms of migration our model creates an artificial labor demand at regional level using simple but effective rules based on mainstream economic theory. The rest of the model is also presented: education, pairing, aging and deceases. A set of scenarios is defined and the regional aggregates are computed. Hence, the results are prepared to be visualized with tables, graphics and maps.IntroductionIn the hereby presented article, an agent-based model of population dynamics for the European regions at NUTS 3 level is discussed. Before proceeding to the presentation of the model details and description of the preparation of the data bases needed to feed and calibrate this model, let the latest advances on this topic be presented. Thus, we will introduce how agent-based models have been used to model the population dynamics, paying also attention to the importance of labour market.Nowadays, population dynamics is the field of study of the highest interest. It joins the results extracted from the economics, demography studies and sociology. All of them have their own methodologies of studies and all of them present new techniques of population dynamics and related phenomena modelling1-2.In "Semi-Artificial Models of Populations: Connecting Demography with Agent-Based-Modelling"3 the authors present a seminal paper of an agent-based model of the dynamics of mortality, fertility, and partnership formation. They "propose that directly linking demographic methods with ABM frameworks will allow us to produce models which increase our understanding of population change, while simultaneously helping us to avoid the pitfalls of an over-dependence on empirical data. ABMs allow us to produce models which have a greater explanatory capacity, while the demographic components allow to use the inherent flexibility of the ABM approach to generate plausible scenarios within a given parameter space". In this article they present an agent-based model that emphasize on the partner formation and they combine it with survivorship and birth rates empirical and projected.Our agent-based model, developed at the same time, follows the same path and develops an agentbased model with the same features as the cited one, but ours is focus on the importance of the labor market and migration patterns. These two relevant parts are not taken into account by Silverman and his co-authors, but they may be fundamental in economies as the ones of PIGS countries, where the long-term unemployment and the inexistent recovery expectations urge a part of the population to change their location. Hence, migration patterns within European countries also affect the overall population dynamics. These patterns have been incorporated in MULTIPOLES model. It has represented an important step in the next generation of models to study the population dynamics, and it includes births and deceases and migrations, improving the results obtained by the official statistics services4.The key feature that has not been taken into account in the paper previously mentioned was the importance of migration. Nevertheless, the study of migration dynamics has been modeled according to the agent-based approach premises recently. The ABM technique is one of the most promising techniques that have been used in population and labor market modelling. …
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