Title of article :
A product network analysis for extending the market basket analysis
Author/Authors :
Kim، نويسنده , , Hyea Kyeong and Kim، نويسنده , , Jae Kyeong and Chen، نويسنده , , Qiu Yi، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2012
Pages :
8
From page :
7403
To page :
7410
Abstract :
In this study, we propose a product network analysis, a network-based analysis to analyze a network-leveled relation among all products. Compared to market basket analysis, which focuses on the transaction-leveled relation between products, the suggested product network analysis focuses on extended network-leveled point of view of the relation between all products. For such a purpose, we suggest two kinds of product networks, market basket networks and co-purchased product networks. Two networks are comparatively evaluated to analyze the topological characteristics and the structure of those networks. The extended use of market basket analysis, network-leveled analysis are expected to be more effectively and efficiently used in personalized services, such as cross selling, up selling, and personalized product display utilizing the deep relation between products.
Keywords :
Product network , Market basket analysis , Personalized service , social network analysis
Journal title :
Expert Systems with Applications
Serial Year :
2012
Journal title :
Expert Systems with Applications
Record number :
2351947
Link To Document :
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