Efficient ARM for Different Network Data Collection

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Provided by: JCAKSRCE
Topic: Big Data
Format: PDF
Association Rule Mining (ARM) discovers correlations between different item-sets in a transaction database. It provides important knowledge in business for decision makers. Association rule mining is an active data mining research area and most ARM algorithms cater to a centralized environment. Centralized data mining to discover useful patterns in distributed databases isn't always feasible because merging data sets from different sites incurs huge network communication costs. In this paper, an improved algorithm based on good performance level for data mining is being proposed. In local sites, it runs the application based on the improved L-Matrix algorithm, which is used to calculate local support counts.
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