Data mining and personalization technologies

被引:24
|
作者
Yu, PS [1 ]
机构
[1] IBM Corp, Thomas J Watson Res Ctr, Yorktown Heights, NY 10598 USA
关键词
D O I
10.1109/DASFAA.1999.765731
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Data mining has become increasingly popular and is widely used in various application areas. In this paper, we examine new developments in data mining and its application to personalization in E-commerce. Personalization is what merchants and publishers want to do to tailor the Web site or advertisement and product promotion to a customer based on his past behavior and inference from other like-minded people. E-commerce offers the opportunity to deploy this type of one-to-one marketing instead of the traditional mass marketing. The technology challenges to support personalization will be discussed. These include the need to perform clustering and searching in very high dimensional data space with huge amount of data. We'll examine some of the new data mining technologies developed that can support personalization.
引用
收藏
页码:6 / 13
页数:8
相关论文
共 50 条
  • [1] Preface to the special issue on data mining for personalization
    Mobasher, Bamshad
    Tuzhilin, Alexander
    [J]. USER MODELING AND USER-ADAPTED INTERACTION, 2009, 19 (1-2) : 1 - 3
  • [2] Preface to the special issue on data mining for personalization
    Bamshad Mobasher
    Alexander Tuzhilin
    [J]. User Modeling and User-Adapted Interaction, 2009, 19 : 1 - 3
  • [3] Preprocessing and mining web log data for web personalization
    Baglioni, M
    Ferrara, U
    Romei, A
    Ruggieri, S
    Turini, F
    [J]. AI(ASTERISK)IA 2003: ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2003, 2829 : 237 - 249
  • [4] Mining web usage data for automatic site personalization
    Mobasher, B
    [J]. CLASSIFICATION, AUTOMATION, AND NEW MEDIA, 2002, : 299 - 312
  • [5] E-business personalization based on data mining
    Yang, H
    He, Y
    Lin, CM
    Chen, JX
    [J]. EEE '05: PROCEEDINGS OF THE 2005 INTERNATIONAL CONFERENCE ON E-BUSINESS, ENTERPRISE INFORMATION SYSTEMS, E-GOVERNMENT, AND OUTSOURCING, 2005, : 79 - 85
  • [6] Technologies and Applications of Data Mining
    Huang Yiding
    Wang Zhuo
    Cui Benliang
    Li Jian
    [J]. PROCEEDINGS OF 2010 INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY AND INDUSTRIAL ENGINEERING, VOLS I AND II, 2010, : 855 - 857
  • [7] Technologies for mining terabytes of data
    Wicenec, AJ
    [J]. VIRTUAL OBSERVATORIES OF THE FUTURE, PROCEEDINGS, 2001, 225 : 323 - 328
  • [9] Data Mining and Knowledge Discovery Technologies
    Bacao, Fernando
    [J]. ONLINE INFORMATION REVIEW, 2008, 32 (06) : 866 - 867
  • [10] Data Mining the Data Processing Technologies for Inventory Management
    Shena, Chien-Wen
    Leeb, Heng-Chi
    Chouc, Ching-Chih
    Chengb, Chiao-Chun
    [J]. JOURNAL OF COMPUTERS, 2011, 6 (04) : 784 - 791