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2007

ZART: A Multifunctional Itemset Mining Algorithm

3 years 11 months ago
ZART: A Multifunctional Itemset Mining Algorithm
Abstract. In this paper, we present and detail a multifunctional itemset mining algorithm called Zart, which is based on the Pascal algorithm. Zart shows a number of additional features and performs the following, usually independent, tasks: identify frequent closed itemsets and associate generators to their closures. This makes Zart a complete algorithm for computing classes of itemsets including generators and closed itemsets. These characteristics allow one to extract minimal non-redundant association rules, a useful and lossless representation of association rules. In addition, being based on the Pascal algorithm, Zart has a rather efficient behavior on weakly and strongly correlated data. Accordingly, Zart is at the heart of the Coron platform, which is a domain independent, multi-purposed data mining platform, incorporating a rich collection of data mining algorithms.
Laszlo Szathmary, Amedeo Napoli, Sergei O. Kuznets
Added 29 Oct 2010
Updated 29 Oct 2010
Type Conference
Year 2007
Where CLA
Authors Laszlo Szathmary, Amedeo Napoli, Sergei O. Kuznetsov
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