Title :
Maintaining the Fast Updated FP-tree from Modified Records Based on Pre-large Itemsets
Author :
Lin, Chun-Wei ; Hong, Tzung-Pei ; Lu, Wen-Hsiang
Author_Institution :
Nat. Cheng Kung Univ., Tainan
Abstract :
In this paper, maintenance based we modify the FUFP-tree on the concept of pre-large itemsets for efficiently handling record modification. The proposed approach can achieve a good execution time for tree maintenance especially when each time a small number of records are modified. Experimental results show that the proposed pre-FUFP modification algorithm has a good performance for handling updated records and generate nearly the same tree structure as the original FP tree algorithm.
Keywords :
data handling; data mining; database management systems; tree data structures; data mining; fast updated FP-tree; frequent-pattern-tree structure; preFUFP modification algorithm; updated records handling; Association rules; Bidirectional control; Computer science; Data mining; Itemsets; Maintenance engineering; Multimedia databases; Relational databases; Transaction databases; Tree data structures;
Conference_Titel :
Innovative Computing, Information and Control, 2007. ICICIC '07. Second International Conference on
Conference_Location :
Kumamoto
Print_ISBN :
0-7695-2882-1
DOI :
10.1109/ICICIC.2007.374