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Personalization in Dynamic Assortment Planning: An Analysis Based on Multi-Agent Simulation Method

机译:动态分类规划中的个性化:基于多代理仿真方法的分析

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摘要

Assortment planning is one of the most critical issues in retail category management. This research aims to introduce personal data into traditional assortment planning problem. Firstly, we analyze decision process of customer and retailer, and formulate consumer choice model and retailer assortment planning model. Based on that, a multi-agent simulation system is constructed, to evaluate effect of personalization and explore assortment strategies in different scenarios. Result of simulation experiment shows that, personalized assortment planning model and algorithm proposed in this research can effectively improve retail performance.
机译:分类规划是零售类别管理中最关键的问题之一。本研究旨在将个人数据引入传统的分类规划问题。首先,我们分析客户和零售商的决策过程,制定消费者选择模型和零售商分类规划模式。基于此,构建了多智能体仿真系统,以评估个性化和探索不同情景中的分类策略的效果。仿真实验结果表明,本研究中提出的个性化分类规划模型和算法可以有效提高零售业绩。

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