• DocumentCode
    1603521
  • Title

    Multiple views for ontology-based formal concept lattices

  • Author

    Cross, Valerie ; Yi, Wenting

  • Author_Institution
    Miami Univ., Oxford, OH
  • fYear
    2008
  • Firstpage
    1
  • Lastpage
    6
  • Abstract
    Formal concept analysis (FCA) has developed into an accepted knowledge discovery paradigm being productively used in solving practical problems involving clustering, classification or association discovery. FCA is being applied to annotation files and their associated ontological terminology. Here the formal context is a matrix whose rows correspond to the annotated objects and whose columns correspond to the annotation terms that exist in an ontological terminology. This paper describes a software tool Multi-FCA that generates multiple views of the formal context. A view is determined by the emphasis on objects, properties, or complementation. In addition, these views can be filtered using the structure of the ontological terminology. A simple example using a small portion of the Gene Ontology (GO) is used to illustrate the filtered view for a concept lattice. Future work to improve the efficiency of reconstructing a filtered view and incorporate the degree of evidence supporting the gene-annotation mapping is described.
  • Keywords
    data analysis; data mining; ontologies (artificial intelligence); pattern classification; pattern clustering; association discovery; formal concept analysis; gene ontology; gene-annotation mapping; knowledge discovery paradigm; ontology-based formal concept lattice; pattern classification; pattern clustering; Animals; Assembly; Biological processes; Computer science; Databases; Lattices; Ontologies; Software tools; Terminology; Vocabulary;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Fuzzy Information Processing Society, 2008. NAFIPS 2008. Annual Meeting of the North American
  • Conference_Location
    New York City, NY
  • Print_ISBN
    978-1-4244-2351-4
  • Electronic_ISBN
    978-1-4244-2352-1
  • Type

    conf

  • DOI
    10.1109/NAFIPS.2008.4531267
  • Filename
    4531267