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TRANSACTION DATA-BASED CUSTOMER CLASSIFICATION METHOD, AND SYSTEM THEREOF

机译:基于交易数据的客户分类方法及其系统

摘要

A transaction data-based customer classification method, and system thereof, relating to the technical field of data mining, wherein said method comprises: gathering transaction data from a transaction database of a retail business; pre-processing the gathered transaction data, and respectively encoding the pre-processed transaction data in layers; establishing a customer purchasing tree for each customer according to layered information following encoding; clustering all established customer purchasing trees until a clustering center undergoes no further changes, or any changes that do occur are below a preset threshold value, thereby acquiring a customer classification result. The present scheme is capable of processing large amounts of data quickly and efficiently, and solves the problem of conventional methods being unable to process current big data on account of the excessively high computational complexity.
机译:一种涉及数据挖掘技术领域的基于交易数据的客户分类方法及其系统,其中,所述方法包括:从零售企业的交易数据库中收集交易数据;对采集到的交易数据进行预处理,并对经过预处理的交易数据进行分层编码;根据编码后的分层信息为每个顾客建立顾客购买树;对所有已建立的客户购买树进行聚类,直到聚类中心不再进行任何更改,或者发生的任何更改都低于预设阈值,从而获得客户分类结果。本方案能够快速有效地处理大量数据,解决了传统方法由于计算量过高而无法处理当前大数据的问题。

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