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Agent-based diffusion model for an automobile market with fuzzy TOPSIS-based product adoption process

机译:基于模糊TOPSIS的产品采用过程的汽车市场基于代理的扩散模型

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摘要

This paper focuses on the product diffusion in a competitive automobile market. Since purchasing a car is costly, the consumers in the market tend to behave like rational decision makers. They naturally compare the attributes of cars (e.g., brand preference, fuel economy, safety, comfort) and make overall decisions. In this paper, we propose an agent-based (AB) diffusion model consisting of tens of thousands of interacting agents. In the model, an agent represents a consumer and bases its multi-attribute decision-making on fuzzy TOPSIS. The decision-making process integrates three purchasing forces: expert's product information provided by mass media, subjective weights on product attributes assigned by individual consumers, and social influence (i.e., information delivered from a consumer's neighbors who have already adopted products). The AB model executes the agents and observes the collective behavior. In this sense, the model can assist in the analysis of the complex market dynamics. We conducted an empirical study to verify the performance of the AB model.
机译:本文着眼于竞争激烈的汽车市场中的产品扩散。由于购车成本高昂,因此市场上的消费者往往表现得像理性的决策者。他们自然会比较汽车的属性(例如品牌偏好,燃油经济性,安全性,舒适性)并做出总体决策。在本文中,我们提出了一种由数以万计的相互作用剂组成的基于代理的(AB)扩散模型。在模型中,代理代表消费者,并基于模糊TOPSIS进行多属性决策。决策过程整合了三种购买力:大众媒体提供的专家产品信息,个人消费者分配的产品属性的主观权重以及社会影响力(即从已经采用产品的消费者邻居提供的信息)。 AB模型执行代理并观察集体行为。从这个意义上讲,该模型可以帮助分析复杂的市场动态。我们进行了一项实证研究,以验证AB模型的性能。

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