DocumentCode :
3073290
Title :
A Fast Updated Frequent Pattern Tree
Author :
Hong, Tzung-Pei ; Lin, Jun-Wei ; Wu, Yu-Lung
Author_Institution :
Nat. Univ. of Kaohsiung, Kaohsiung
Volume :
3
fYear :
2006
fDate :
8-11 Oct. 2006
Firstpage :
2167
Lastpage :
2172
Abstract :
In this paper, we attempt to modify the FP-tree construction algorithm for efficiently handling new transactions. A fast updated FP-tree (FUFP-tree) structure is proposed, which makes the tree update process become easier. An incremental FUFP-tree maintenance algorithm is also proposed for reducing the execution time in reconstructing the tree when new transactions are inserted. Experimental results show that the proposed FUFP-tree maintenance algorithm runs faster than the batch FP-tree construction algorithm for handling new transactions and generates nearly the same tree structure as the FP-tree algorithm. The proposed approach can thus achieve a good trade-off between execution time and tree complexity.
Keywords :
data mining; trees (mathematics); FP-tree construction algorithm; fast updated frequent pattern tree; incremental FUFP-tree maintenance algorithm; tree complexity; Association rules; Clustering algorithms; Data mining; Itemsets; Iterative algorithms; Multimedia databases; Partitioning algorithms; Relational databases; Transaction databases; Tree data structures;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Systems, Man and Cybernetics, 2006. SMC '06. IEEE International Conference on
Conference_Location :
Taipei
Print_ISBN :
1-4244-0099-6
Electronic_ISBN :
1-4244-0100-3
Type :
conf
DOI :
10.1109/ICSMC.2006.385182
Filename :
4274188
Link To Document :
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