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The Study of Applying Market Basket Analysis to the Most Appropriate Product Mix on E-Commerce Marketplaces

机译:将市场篮子分析应用于电子商务市场上最合适的产品组合的研究

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CRM is the process of controlling efficient, cost-effective flow knowledge to individual customers' requirements, and interaction with customers through channels for the purpose of escalating the customer's lifetime value. In other words, product is the core business process of traditional marketing, while the customer is the core business process of CRM. The former concerns which product is the best sales while the latter does which customer is faithful. In order to digest the individual customer, We should set up customer's perfect database which contains data of interaction with each customer, such as primary information, transaction, service, activities and the like. This study uses market basket analysis of data mining technique, trying to establish synthetic rules from customers' transaction data. From generating the co-occurrence matrix for single items, generating the co-occurrence matrix for two items and three items, in order to design competitive product mix that convey more convenient shopping value for customers. It is not common to use market basket analysis in real transaction data in domestic study. The purpose of this research attempts to apply Market Basket Analysis models to describe the effectiveness of the criteria to verify its result.
机译:CRM是控制个人客户要求的高效,经济高效的流动知识的过程,并通过渠道与客户互动,以升级客户的寿命值。换句话说,产品是传统营销的核心业务流程,而客户则是CRM的核心业务流程。前者担心哪个产品是最佳销售,而后者的客户是忠诚的。为了消化个人客户,我们应该设置客户的完美数据库,其中包含与每个客户的交互数据,例如主要信息,事务,服务,活动等。本研究采用了数据挖掘技术的市场篮分析,试图从客户交易数据建立合成规则。从生成单个项目的共发生矩阵,为两个项目和三个项目生成共生矩阵,以设计竞争的产品组合,为客户提供更方便的购物价值。在国内研究中使用实际交易数据中的市场篮分析并不常见。本研究的目的试图应用市场篮子分析模型来描述验证其结果的标准的有效性。

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