Customer clustering based on RFM- CPI model using data mining techniques

Message:
Article Type:
Research/Original Article (دارای رتبه معتبر)
Abstract:
Subject and purpose of the paper

the goal of this article is suggesting a new method for increasing the quality of customers clustering with increasing Customer Price Index (CPI) to monetary variable (M).

Methodology

At this research, customers of one chain store of Zahedan, Iran according to RFM-CPI and RFM basic model variables and Two-step algorithms are clustered to compare these two procedures. Furthermore, determining the best method for customer clustering can be done. At this research, different steps of data mining and data analysis for discovering the knowledge of them were done according to the standard process of CRISP-DM (1); this process includes System understanding, Data understanding, data preparation, Modeling, Model assessment and deployment

Findings

According to the results, increasing the Silhouette index at the RFM-CPI model in recent article in comparing with the basic RFM model defines high accuracy.

Conclusions

This corrected model has advantages toward the main model; these advantages are contained: monetary changes at a period of time are identified, also according to clustering.

Language:
English
Published:
International Journal of New Political Economy, Volume:3 Issue: 1, Winter - Spring 2022
Pages:
129 to 152
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