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Analyzing of Gender Behaviors from Paths Using Process Mining: A Shopping Mall Application

机译:使用过程挖掘从路径分析性别行为:一个购物中心应用

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摘要

The study presents some results of customer paths’ analysis in a shopping mall. Bluetooth-based technology is used to collect data. The event log containing spatiotemporal information is analyzed with process mining. Process mining is a technique that enables one to see the whole process contrary to data-centric methods. The use of process mining can provide a readily-understandable view of the customer paths. We installed iBeacon devices, a Bluetooth-based positioning system, in the shopping mall. During December 2017 and January and February 2018, close to 8000 customer data were captured. We aim to investigate customer behaviors regarding gender by using their paths. We can determine the gender of customers if they go to the men’s bathroom or women’s bathroom. Since the study has a comprehensive scope, we focused on male and female customers’ behaviors. This study shows that male and female customers have different behaviors. Their duration and paths, in general, are not similar. In addition, the study shows that the process mining technique is a viable way to analyze customer behavior using Bluetooth-based technology.
机译:这项研究提出了在购物中心进行客户路径分析的一些结果。基于蓝牙的技术用于收集数据。包含时空信息的事件日志通过流程挖掘进行分析。流程挖掘是一种技术,它使人们能够以数据为中心的方法来查看整个流程。使用流程挖掘可以提供客户路径的易于理解的视图。我们在购物中心安装了iBeacon设备(一种基于蓝牙的定位系统)。在2017年12月以及2018年1月和2018年2月期间,共捕获了近8000个客户数据。我们旨在通过使用顾客的途径调查有关性别的顾客行为。如果客户去男洗手间或女洗手间,我们可以确定他们的性别。由于研究范围广泛,因此我们重点关注男性和女性顾客的行为。这项研究表明,男性和女性顾客有不同的行为。通常,它们的持续时间和路径并不相似。此外,研究表明,流程挖掘技术是使用基于蓝牙的技术分析客户行为的可行方法。

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