个人信息Personal Information
教授
博士生导师
硕士生导师
性别:男
毕业院校:西安交通大学
学位:博士
所在单位:软件学院、国际信息与软件学院
学科:软件工程. 计算机软件与理论
联系方式:18910567100
电子邮箱:yuliu@dlut.edu.cn
Catalog segmentation with double constraints in business
点击次数:
论文类型:期刊论文
发表时间:2009-03-01
发表刊物:PATTERN RECOGNITION LETTERS
收录刊物:SCIE、EI
卷号:30
期号:4
页面范围:440-448
ISSN号:0167-8655
关键字:Catalog segmentation; DCCSP; Customer-oriented; Profit constraint
摘要:Catalog segmentation is an important issue in data mining in business from the microeconomic point of view. In catalog segmentation, an enterprise tries to develop k catalogs with r products that are sent to corresponding customers in order to maximize the overall number of catalog products purchased. In this paper, a novel model called catalog segmentation problem with double constraints (DCCSP) is presented. In this model, the interest constraint is minimized and the profit constraint is maximized so that the profit of products purchased by customers who have at least t interesting products in receiving catalogs is maximized. The complexity of the DCCSP is analyzed, and a DCCS algorithm to solve the optimization is proposed. The experimental results show that the proposed algorithm is efficient and can be used to solve the DCCSP effectively. Crown Copyright (c) 2008 Published by Elsevier B.V. All rights reserved.