2013 Fourth International Conference on Computing, Communications and Networking Technologies (ICCCNT) · 2013 · 24 citations · 5 references
ComputingComputer ScienceBusiness IntelligenceData ManagementData MiningData PreprocessingFrequent Pattern MiningAssociation Rule MiningFrequent Itemset MiningStorage Space AllocationStorage Space Optimization
Apriori algorithm is a popular and a classical algorithm in data mining. The main idea of this approach is to find a useful pattern in various sets of data. The algorithm suffers from many drawbacks. This paper deals with the apriori algorithm, and various techniques that were proposed to improve the apriori algorithm. The paper discusses about various approaches use to overcome the drawback of the apriori algorithm as to improve its efficiency. It also discusses about the new proposed model for improvement of apriori algorithm. The novel algorithm decreases pruning operation of candidate itemset. A new and improved model to handle dataset and to find an association between them is given. The new algorithm reduces storage space, improves efficiency and accuracy of the algorithm.
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