Minimal k-free representations of frequent sets

T. Calders, B. Goethals

    Research output: Chapter in Book/Report/Conference proceedingConference contributionAcademicpeer-review

    28 Citations (Scopus)

    Abstract

    Due to the potentially immense amount of frequent sets that can be generated from transactional databases, recent studies have demonstrated the need for concise representations of all frequent sets. These studies resulted in several successful algorithms that only generate a lossless subset of the frequent sets. In this paper, we present a unifying framework encapsulating most known concise representations. Because of the deeper understanding of the different proposals thus obtained, we are able to provide new, provably more concise, representations. These theoretical results are supported by several experiments showing the practical applicability.
    Original languageEnglish
    Title of host publicationKnowledge Discovery in Databases : PKDD 2003 (Proceedings 7th European Conference on Principles and Practice of Knowledge Discovery in Databases, Cavtat-Dubrovnik, Croatia, September 22-26, 2003)
    EditorsN. Lavrac, D. Gamberger, H. Blockeel, L. Todorovski
    Place of PublicationBerlin
    PublisherSpringer
    Pages71-82
    ISBN (Print)3-540-20085-1
    DOIs
    Publication statusPublished - 2003

    Publication series

    NameLecture Notes in Computer Science
    Volume2838
    ISSN (Print)0302-9743

    Fingerprint Dive into the research topics of 'Minimal k-free representations of frequent sets'. Together they form a unique fingerprint.

    Cite this