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
Link To Document :
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