Ontology Cohesion and Coupling Metrics

Ontology Cohesion and Coupling Metrics

Sandeep Kumar (Department of Computer Science and Engineering, IIT Roorkee, Roorkee, India), Niyati Baliyan (Department of Computer Science and Engineering, IIT Roorkee, Roorkee, India) and Shriya Sukalikar (Department of Computer Science and Engineering, IIT Roorkee, Roorkee, India)
Copyright: © 2017 |Pages: 26
DOI: 10.4018/IJSWIS.2017100101
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Abstract

Cohesion and coupling metrics for a modular ontology provide an insight into the efficiency of the modularization technique employed. Most of such metrics are either syntax based or do not account for ontology hierarchy. The authors propose cohesion and coupling metrics with continuous scale of measurement for modular ontology via deducing the degree of dependence among ontology components, thereby, handling structural aspects of ontology. The proposed metrics further handle the subtle differences between the type of links. The metrics have been analytically validated using well-established frameworks and the experimental results compared with the existing works, in terms of their cohesion and coupling values as well as the features of ontologies that they can measure. The proposed metrics are unambiguous and can be applied to any type of ontology in order to facilitate the assessment of the quality of an ontology or a partition thereof.
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Coupling exists between two objects if at least one of them affects the other, while cohesion of any object is measured by the level of similarity of its methods (Chidamber & Kemerer, 1994). Previously, cohesion and coupling has been defined for knowledge based systems by (Kramer & Kaindl, 2004). In the following paragraphs, the available literature on the measurement of cohesion and coupling of ontology is discussed.

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