Agnieszka Lawrynowicz

  1. The role of semantics in mining frequent patterns from knowledge bases in description logics with rules.

    Authors: Joanna Jozefowska, Agnieszka Lawrynowicz, Tomasz Lukaszewski
    Subjects: Logic in Computer Science
    Abstract

    We propose a new method for mining frequent patterns in a language that
    combines both Semantic Web ontologies and rules. In particular we consider the
    setting of using a language that combines description logics with DL-safe
    rules. This setting is important for the practical application of data mining
    to the Semantic Web. We focus on the relation of the semantics of the
    representation formalism to the task of frequent pattern discovery, and for the
    core of our method, we propose an algorithm that exploits the semantics of the
    combined knowledge base.

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