A fast algorithm for classification based on association rules
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 efficien algor...
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oai:112.137.131.14:VNU_123-640052019-02-19T04:00:39Z A fast algorithm for classification based on association rules Nguyen, Loan T. T Vo, Bay Hong, Tzung-Pei Hoang, Chi Thanh The Proceedings - 2012 IEEE International Conference on Granular Computing, GrC 2012. Accuracy Classification Class-association rules Data mining Tree structure 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 efficien algorithm for mining CARs based on them. Experimental results show that our approach is more efficient than those used previously. 2019-02-19T03:55:28Z 2019-02-19T03:55:28Z 2012 Conference paper Nguyen, L. T. T., et al. (2012). A fast algorithm for classification based on association rules. The Proceedings - 2012 IEEE International Conference on Granular Computing, GrC 2012. http://repository.vnu.edu.vn/handle/VNU_123/64005 10.1109/GrC.2012.6468693 en ©2012 IEEE pp. 1-5 application/pdf IEEE |
| institution |
Vietnam National University, Hanoi |
| building |
VNU Library & Information Center |
| country |
Vietnam |
| collection |
VNU Digital Repository |
| language |
English |
| topic |
Accuracy Classification Class-association rules Data mining Tree structure |
| spellingShingle |
Accuracy Classification Class-association rules Data mining Tree structure Nguyen, Loan T. T Vo, Bay Hong, Tzung-Pei Hoang, Chi Thanh A fast algorithm for classification based on association rules |
| description |
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 efficien algorithm for mining CARs based on them. Experimental results show that our approach is more efficient than those used previously. |
| author2 |
The Proceedings - 2012 IEEE International Conference on Granular Computing, GrC 2012. |
| author_facet |
The Proceedings - 2012 IEEE International Conference on Granular Computing, GrC 2012. Nguyen, Loan T. T Vo, Bay Hong, Tzung-Pei Hoang, Chi Thanh |
| format |
Conference paper |
| author |
Nguyen, Loan T. T Vo, Bay Hong, Tzung-Pei Hoang, Chi Thanh |
| author_sort |
Nguyen, Loan T. T |
| title |
A fast algorithm for classification based on association rules |
| title_short |
A fast algorithm for classification based on association rules |
| title_full |
A fast algorithm for classification based on association rules |
| title_fullStr |
A fast algorithm for classification based on association rules |
| title_full_unstemmed |
A fast algorithm for classification based on association rules |
| title_sort |
fast algorithm for classification based on association rules |
| publisher |
IEEE |
| publishDate |
2019 |
| url |
http://repository.vnu.edu.vn/handle/VNU_123/64005 |
| _version_ |
1680964527325184000 |