Title :
A fast algorithm for classification based on association rules
Author :
Nguyen, Loan T.T. ; Vo, Bay ; Hong, Tzung-Pei ; Thanh, Hoang Chi
Author_Institution :
Faculty of Information Technology, VOV Broadcasting College II, Ho Chi Minh, Viet Nam
Abstract :
In this paper, we propose a new method for mining class-association rules using a tree structure. Firstly, we design a tree structure for storing frequent itemsets of datasets. Some theorems for pruning nodes and computing information in the tree are then developed. We then propose an efficient algorithm for mining CARs based on them. Experimental results show that our approach is more efficient than those used previously.
Keywords :
Breast; Uninterruptible power systems; Vehicles; accuracy; class-association rules; classification; data mining; tree structure;
Conference_Titel :
Granular Computing (GrC), 2012 IEEE International Conference on
Conference_Location :
Hangzhou, China
Print_ISBN :
978-1-4673-2310-9
DOI :
10.1109/GrC.2012.6468693