DocumentCode :
590220
Title :
“Fuzzy association rule mining based frequent pattern extraction from uncertain data”
Author :
Rajput, D.S. ; Thakur, R.S. ; Thakur, Gautam S.
Author_Institution :
Dept. of Comput. Applic., M.A.N.I.T., Bhopal, India
fYear :
2012
fDate :
Oct. 30 2012-Nov. 2 2012
Firstpage :
709
Lastpage :
714
Abstract :
Frequent pattern mining is one of the most important research topics for many real life applications in the area of data mining. Frequent item set originates from association rule mining that uses to find association rules of items in large transactional database. Many existing algorithm to mine for the frequent itemset from static transaction database that is definite known and precise. In this paper we conducted a study on uncertain data and fuzzy association rule mining approach. The main contribution of this paper is three manifolds. First we presented a review on existing method for finding frequent patterns form uncertain data. Second a new approach is proposed for finding frequent patterns from uncertain data, and third, the experiments are carried out to evaluate the performance of proposed approach for uncertain data. In this approach we have used fuzzy concept and originate the frequent patterns. The experimental results from the survey demonstrate that this proposed approach for valuable frequent pattern set the influential uncertain data mining.
Keywords :
data mining; database management systems; fuzzy set theory; transaction processing; frequent itemset mining; frequent pattern extraction; frequent pattern mining; fuzzy association rule mining; fuzzy concept; static transaction database; transactional database; uncertain data mining; valuable frequent pattern set; Algorithm design and analysis; Association rules; Fuzzy sets; Itemsets; Uncertainty; Association Rule Mining; Uncertain Data; fuzzy logic; fuzzy set; precise data;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information and Communication Technologies (WICT), 2012 World Congress on
Conference_Location :
Trivandrum
Print_ISBN :
978-1-4673-4806-5
Type :
conf
DOI :
10.1109/WICT.2012.6409167
Filename :
6409167
Link To Document :
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