An agent-based model of consumer demand

IF 0.8 4区 经济学 Q3 ECONOMICS
Georgios Alkis Tsiatsios, Iraklis Kollias, John Leventides, Evangelos Melas
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引用次数: 0

Abstract

This paper studies an agent-based model of consumer demand. Agents are heterogeneous with respect to their preferences and incomes. There are two basic ingredients in the model. The first ingredient is a metric that captures the degree of heterogeneity between agents. The second ingredient is a serial computer algorithm that is used in order to compute a terminal consumption bundle at which income is exhausted and overall utility is maximized. Agents are clustered into heterogeneous groups based on their preferences and incomes. We extract information about the evolution of consumer expenditure under different price regimes and the buildup of optimal demand for varying levels of income and preference parameter values. These features cannot be obtained in the classical framework of static utility maximization. Our agent-based data-driven methodology can be applied to any relevant data set and so provide a reliable model for forecasting demand given some agent characteristics.

基于代理的消费者需求模型
本文研究的是一个基于代理的消费者需求模型。代理在偏好和收入方面是异质的。该模型有两个基本要素。第一个要素是一种衡量标准,它可以捕捉代理人之间的异质性程度。第二个要素是一种串行计算机算法,用于计算一个终端消费束,在这个终端消费束上,收入耗尽,总体效用最大化。我们根据代理人的偏好和收入将其分为不同的组别。我们提取了不同价格体系下消费者支出的演变信息,以及不同收入水平和偏好参数值下最优需求的积累信息。这些特征在静态效用最大化的经典框架中是无法获得的。我们基于代理的数据驱动方法可应用于任何相关数据集,因此可在给定代理特征的情况下提供预测需求的可靠模型。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
1.40
自引率
0.00%
发文量
56
期刊介绍: The Bulletin of Economic Research is an international journal publishing articles across the entire field of economics, econometrics and economic history. The Bulletin contains original theoretical, applied and empirical work which makes a substantial contribution to the subject and is of broad interest to economists. We welcome submissions in all fields and, with the Bulletin expanding in new areas, we particularly encourage submissions in the fields of experimental economics, financial econometrics and health economics. In addition to full-length articles the Bulletin publishes refereed shorter articles, notes and comments; authoritative survey articles in all areas of economics and special themed issues.
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