Title
A product network analysis for extending the market basket analysis
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.
Year
DOI
Venue
2012
10.1016/j.eswa.2012.01.066
Expert Syst. Appl.
Keywords
Field
DocType
network-leveled relation,personalized product display,deep relation,suggested product network analysis,market basket analysis,network-leveled analysis,co-purchased product network,product network analysis,product network,network-based analysis,social network analysis
Data mining,Market basket,Computer science,Social network analysis,Network analysis,Cross-selling,Affinity analysis,Industrial organization
Journal
Volume
Issue
ISSN
39
8
0957-4174
Citations 
PageRank 
References 
17
0.79
10
Authors
3
Name
Order
Citations
PageRank
Hyea Kyeong Kim137412.77
Jae Kyeong Kim2101152.32
Qiu Yi Chen3170.79