Description logic
Description logic (DL) is the dominant knowledge representation formalism, used by both OBO and OWL (Semantic Web).
Nomenclature
DL has a self-describing naming system [Baader et al, 2007, Appendix: DL Terminology]. Unfortunately, it is not entirely consistent across the literature.
My attempt at a summary is below. See also Evgeny Zolin’s encyclopedic page on complexity of reasoning in description logics .
- [Attributive Concept Language, the most basic DL]
- Atomic concept (), universal concept (), bottom concept ()
- Atomic negation ()
- Concept intersection ()
- Value restriction ()
- Limited existential quantification ()
- Concept hierarchy (, )
- (equivalently )
- : Concept negation ()
- : Concept union ()
- : “Full” existential quantification ()
- : Role hierarchies (, )
- : Inverse roles ()
- : (Unqualified) number restriction (, , )
- : Qualified number restriction (, , )
- : Nominals [class literals] ()
- : Depending on author, EITHER
- Functional roles (), a restricted form of , OR
- Agreement and disagreement [Baader et al, 2007, Table A.1]
- : Depending on author, EITHER
- Role intersection (), OR
- Regular role inclusion axioms [regular RIAs] ()
- Regular means acyclic, which ensures decidability
- May include other features: disjoint roles, reflexive, irreflexive, etc.
- : Concrete domains, e.g., natural numbers with
Languages
Literature
Books
- Baader et al, 2007: The Description Logic Handbook, 2nd ed.
- Most comprehensive reference on DL
- Covers OWL 1 (Ch. 14) but not OWL 2
- Robinson & Bauer, 2011: Introduction to Bio-ontologies
- DL from a bioinformatics perspective
- Hitzler et al, 2010: Foundations of Semantic Web Technologies
- Coverage of RDFS and OWL 2 with more mathematical formality than usual
Surveys and tutorials
- Rudolf, 2011: Foundations of description logics (doi, pdf)
- Krotzsch, Simancik, Horrocks, 2012: A description logic primer (arxiv)
DL in Semantic Web
- Horrocks, Kutz, Sattler, 2005: The irresistible SRIQ (pdf)
- Horrocks, Kutz, Sattler, 2006: The even more irresistible SROIQ (pdf)
- Knorr, Alferes, Hitzler, 2011: Local closed world reasoning with description logics under the well-founded semantics (doi, pdf)
- Sengupta, Krisnadhi, Hitzler: 2011: Local closed world semantics: Grounded circumscription for OWL (doi, pdf)
Critical perspectives on DL