Optimized Weighted Association Rule Mining using Mutual Information on Fuzzy Data
Journal Title: International Journal of Scientific Research and Management - Year 2014, Vol 2, Issue 1
Abstract
Association rule mining is used to find the frequent item sets in large database. Generally Apriori algorithm used to find association rules for single dimensional database. Due to the candidate set gener ation in large database, it decreases the mining efficiency. As well as d ifferent items having different weight on its transaction. In this paper, we introduce a novel technique, called Weighted Fuzzy Association Rule Mining using Mutual Information (WFARM I), for mining association rules using fuzzy set theory. This algorithm avoids the costly generation of a large number of candidate sets. Mutual Information is used to provide the strong relationship amon g the attributes and assigning weight on the fuzzy d ata. The paper concludes with shows that the proposed algorithm is capable of discovering meaningful and useful weighted fuzzy association rules in an effective manner. Also speeding up the mining process and obtain ing most of the high confidence
Authors and Affiliations
D. Sathyavani
A Study o n Nature o f Spo rts Injuries among Athletes o f Different Age and Gender Groups i n Volleyball
Volleyball is the second most popular sport over the world just after the soccer. . It is played by approximately 200 million players worldwide. W ith more than 200 member countries in the Federation Internationale de Vo...
English Instructors’ Leadership Styles (The Sample of Dokuz Eylul University)
Today, since teachers, students as well as parents are included in the process of leade rship, school principals are not considered the sole leaders any longer. Distributed leadership which requires the involvement of va...
Strength ening Critical Thinking Skills o f Prospective Teachers Through Applications Of Vedic Mathematics
Good teachers form the foundation of good schools, and improving teachers‟ skills and knowledge is one of the most important investments of time and money that local, state, and national leaders make in...
Leadership Behaviour and Role Stressors among Primary School Teachers in Kenya
There is growing concern with the growth and prevalence of stress among teachers. In most schools, autocratic administration and supervision appear to be the rule rather than the exception. Recent estim...
A Correlational Study of Bronchial Brushing With Bronchoscopic Biopsy in Diagnosis of Malignant Lung Neoplasms
Lung cancer is one of the commonest cancer and cause of cancer related deaths all over the world . According to recent studies the incidence is on the rise in women. Several studies however have demonstrated that early d...