Efficient mining of both positive and negative association rules

被引:297
作者
Wu, XD
Zhang, CQ
Zhang, SC
机构
[1] Univ Vermont, Dept Comp Sci, Burlington, VT 05405 USA
[2] Univ Technol Sydney, Fac Informat Technol, Broadway, NSW 2007, Australia
[3] Tsinghua Univ, Beijing 100084, Peoples R China
关键词
algorithms; experimentation; association rules; negative associations;
D O I
10.1145/1010614.1010616
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents an efficient method for mining both positive and negative association rules in databases. The method extends traditional associations to include association rules of forms A double right arrow (sic)B, (sic)A double right arrow B, and (sic)A double right arrow (sic)B, which indicate negative associations between itemsets. With a pruning strategy and an interestingness measure, our method scales to large databases. The method has been evaluated using both synthetic and real-world databases, and our experimental results demonstrate its effectiveness and efficiency.
引用
收藏
页码:381 / 405
页数:25
相关论文
共 25 条
[1]  
Aggarwal C. C., 1998, Proceedings of the Seventeenth ACM SIGACT-SIGMOD-SIGART Symposium on Principles of Database Systems. PODS 1998, P18, DOI 10.1145/275487.275490
[2]  
Agrawal R., 1993, SIGMOD Record, V22, P207, DOI 10.1145/170036.170072
[3]   DATABASE MINING - A PERFORMANCE PERSPECTIVE [J].
AGRAWAL, R ;
IMIELINSKI, T ;
SWAMI, A .
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 1993, 5 (06) :914-925
[4]  
Bayardo R. J. Jr., 1998, SIGMOD Record, V27, P85, DOI 10.1145/276305.276313
[5]  
Brin S., 1997, P 1997 ACM SIGMOD IN, P265, DOI DOI 10.1145/253262.253327
[6]  
Carter CL, 1997, LECT NOTES ARTIF INT, V1263, P14
[7]   Data mining: An overview from a database perspective [J].
Chen, MS ;
Han, JW ;
Yu, PS .
IEEE TRANSACTIONS ON KNOWLEDGE AND DATA ENGINEERING, 1996, 8 (06) :866-883
[8]  
HAN J, 2000, P 2000 ACM SIGMOD IN, P1, DOI DOI 10.1145/342009.335372
[9]  
HUSSAIN F, 2000, P PAC AS C KNOWL DIS, P86
[10]   Mining exception instances to facilitate workflow exception handling [J].
Hwang, SY ;
Ho, SF ;
Tang, J .
6TH INTERNATIONAL CONFERENCE ON DATABASE SYSTEMS FOR ADVANCED APPLICATIONS, PROCEEDINGS, 1999, :45-52