KR Conference 2012 Short Paper
- Matthew Horridge
- Bijan Parsia
- Ulrike Sattler
are parts of these axioms that are superfluous as far as the entailment is concerned: In the first axiom the filler of the existential restriction is superfluous, in the third axiom the conjunct E is superfluous for the entailment. Given that justifications are not minimal with respect to their “parts” and thus with respect to their logical content, it is possible for the cardinality of the set of justifications to be different from the set of reasons for an entailment, that is, justifications can mask the set of reasons. For example, consider J = {A v ∃R. C u ∀R. C, D ≡ ∃R. C} which entails A v D. Clearly, J is a justification for A v D. It is also noticeable that there are superfluous parts in this justification. Moreover, there are two distinct reasons why J |= A v D, the first being {A v ∃R. C, ∃R. C v D} and the second being {A v ∃R. > u ∀R. C, ∃R. C v D}. The work presented in the paper describes how masking can occur within a justification, over a set of justifications, and over a set of justifications plus axioms outside the set of justifications. The main problems identified with masking are (i) it can hamper understanding—not all reasons for an entailment may be salient to a person trying to understand the entailment, and (ii) it can hamper the design or choice of a repair plan—not all reasons for an entailment may be obvious, and if the plan consists of weakening and removing parts of axioms it may not actually result in a successful repair of the ontology in question. This paper presents a characterisation of and definitions for the phenomenon of masking in the context of justifications for entailments in ontologies. In essence masking is present within a justification, over a set of justifications, or over a complete ontology when the number of justifications for an entailment does not reflect the number of reasons for that entailment. Four types of masking are defined in this paper: Internal Masking, Cross Masking, External Masking and Shared Core Masking. The results of an empirical study are presented which shows that the phenomenon of masking is prevalent throughout ontologies with non-trivial entailments in the NCBO BioPortal corpus. Out of 72 ontologies, 53 exhibited some form of masking, with 9 ontologies exhibiting internal masking, 23 ontologies exhibiting external masking, and 53 ontologies exhibiting shared core masking.