Identifying Ontology Design Styles with Metrics

This paper presents a metrics framework for identifying high-level ontology composition styles as an abstraction layer for ontology comprehension. The metrics are implemented on top of the OWL API metrics, which have been extended to capture various aspects of an on- tology. The metrics are applied to an ontology repository, and using clustering methods underlying design styles have been revealed. We seek to give a high-level view of how an ontology has been ``put together'' through the identification of authoring style using a range of ontology metrics. This `ontological style' can be considered as a metamodel, giving an intuition of what lies ``under the hood'' of an ontology. This can be useful in the broader area of ontology comprehension. The results high- lighted five design styles covered by the repository describing simple, as well as rich and complex ontologies.

[1]  Aldo Gangemi,et al.  Understanding the Semantic Web through Descriptions and Situations , 2003, OTM.

[2]  Baowen Xu,et al.  A complexity measure for ontology based on UML , 2004, Proceedings. 10th IEEE International Workshop on Future Trends of Distributed Computing Systems, 2004. FTDCS 2004..

[3]  Samantha Bail,et al.  Extracting Finite Sets of Entailments from OWL Ontologies , 2011, Description Logics.

[4]  York Sure-Vetter,et al.  How to Design Better Ontology Metrics , 2007, ESWC.

[5]  Bijan Parsia,et al.  The State of Bio-Medical Ontologies , 2011 .

[6]  Bijan Parsia,et al.  Understanding Entailments in OWL , 2008, OWLED.

[7]  C. Maria Keet Enhancing Comprehension of Ontologies and Conceptual Models Through Abstractions , 2007, AI*IA.

[8]  Keith E. Williamson,et al.  Ontology reuse and application , 1998 .

[9]  Aldo Gangemi,et al.  Modelling Ontology Evaluation and Validation , 2006, ESWC.

[10]  Bernhard Nebel,et al.  An Empirical Analysis of Optimization Techniques for Terminological Representation Systems, or Making KRIS Get a Move On , 1992, KR.

[11]  Amit P. Sheth,et al.  OntoQA: Metric-Based Ontology Quality Analysis , 2005 .

[12]  Harith Alani,et al.  The CKC Challenge: Exploring Tools for Collaborative Knowledge Construction , 2008, IEEE Intelligent Systems.

[13]  Robert Stevens,et al.  OWL Pizzas: Practical Experience of Teaching OWL-DL: Common Errors & Common Patterns , 2004, EKAW.

[14]  Bijan Parsia,et al.  Laconic and Precise Justifications in OWL , 2008, SEMWEB.

[15]  M. Ashburner,et al.  An ontology for cell types , 2005, Genome Biology.

[16]  Robert Stevens,et al.  Promotion of Ontological Comprehension: Exposing Terms and Metadata with Web 2.0 , 2007, CKC.

[17]  Letha H. Etzkorn,et al.  Cohesion Metrics for Ontology Design and Application , 2005 .