Discovering cohesive subgroups from social networks for targeted advertising

被引:22
|
作者
Yang, Wan-Shiou [1 ]
Dia, Ha-Ben [1 ]
机构
[1] Natl Changhua Univ Educ, Dept Informat Management, Changhua 500, Taiwan
关键词
social network; targeted advertising; recommender system; knowledge discovery;
D O I
10.1016/j.eswa.2007.02.028
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a framework that utilizes the concept of a social network for the targeted advertising of products. This approach discovers the cohesive subgroups from a customer's social network as derived from the customer's interaction data, and uses them to infer the probability of a customer preferring a product category from transaction records. This information is then used to construct a targeted advertising system. We evaluate the proposed approach by using both synthetic data and real-world data. The experimental results show that our approach does well at recommending relevant products. (c) 2007 Elsevier Ltd. All rights reserved.
引用
收藏
页码:2029 / 2038
页数:10
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