OWL type inference with a restriction

有些话、适合烂在心里 提交于 2019-12-01 11:02:53

I think it is simpler to reason over real examples, let's consider the following knowledge base:

:eats rdf:type owl:ObjectProperty .

:Vegetable rdf:type owl:Class ;
       rdfs:subClassOf owl:Thing .

:Vegetarian rdf:type owl:Class ;
        owl:equivalentClass [ rdf:type owl:Restriction ;
                              owl:onProperty :eats ;
                              owl:allValuesFrom :Vegetable
                            ] .

:Carrot rdf:type :Vegetable ,
             owl:NamedIndividual .

:John rdf:type owl:NamedIndividual , owl:Thing ;
      :eats :carrot .

You have some equivalences with your example: hasBar is eats, Vegetarian is SomethingElse, Vegetable is Something, foo is carrot and finally x is John.

Now you would like to infer that John is a Vegetarian (= x is SomethingElse).

It makes sense that it doesn't work with an owl:allValuesFrom. What you are saying here is that all instances of vegetarian, if they have a property, they must have Vegetable in range. So from that you could deduce that carrot is a vegetable for example, assuming you would know that John is a vegetarian in the first place.

It makes sense in natural language too: In your ontology you only know that John eats a carrot, this doesn't automatically make him a vegetarian (non-vegetarian people eat also carrots).

You could use a owl:someValuesFrom instead of a owl:allValuesFrom. This way, you would define every vegetarian has someone that eats some vegetable. In this case if we know that John eats a carrot, therefore he would be classified as vegetarian by the reasoner, based on your definition of the concept vegetarian.

Universal (allValuesFrom) and existential (someValuesFrom) restrictions are complicated to understand, there is often no right or wrong solution, it mostly depends to what you want to achieve.

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