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A condensed representation to find frequent patterns

Published 1 May 2001
Artur Bykowski, Christophe Rigotti
Citations122

TL;DR

This paper shows that a condensed representation of the frequent patterns called disjunction-free sets can be used to regenerate all frequent patterns and their exact frequencies, and this regeneration can be performed without any access to the original data.

Abstract

Given a large set of data, a common data mining problem is to extract the frequent patterns occurring in this set. The idea presented in this paper is to extract a condensed representation of the frequent patterns called disjunction-free sets, instead of extracting the whole frequent pattern collection. We show that this condensed representation can be used to regenerate all frequent patterns and their exact frequencies.

Keywords

Computer Science