Provenance refers to the task of identifying and tracing the axiomatic origins of a consequence from a knowledge base. Semiring provenance uses two operators to represent (i) axioms that together yield the consequence and (ii) the different possible derivations. To-date, most provenance approaches are limited to inexpressive logics mainly due to the difficulty in dealing with complex constructors like negations. We surpass this issue through a general notion of provenance for interpretation-based semantics. We then show how weighted automata can be exploited to compute this provenance, hence providing an effective method for computing the provenance of ALC consequences.
Penaloza, R. (2023). Semiring Provenance in Expressive Description Logics. In Proceedings of the 36th International Workshop on Description Logics (DL 2023) co-located with the 20th International Conference on Principles of Knowledge Representation and Reasoning and the 21st International Workshop on Non-Monotonic Reasoning (KR 2023 and NMR 2023). (pp.1-14). CEUR-WS.
Semiring Provenance in Expressive Description Logics
Penaloza R.
Primo
2023
Abstract
Provenance refers to the task of identifying and tracing the axiomatic origins of a consequence from a knowledge base. Semiring provenance uses two operators to represent (i) axioms that together yield the consequence and (ii) the different possible derivations. To-date, most provenance approaches are limited to inexpressive logics mainly due to the difficulty in dealing with complex constructors like negations. We surpass this issue through a general notion of provenance for interpretation-based semantics. We then show how weighted automata can be exploited to compute this provenance, hence providing an effective method for computing the provenance of ALC consequences.File | Dimensione | Formato | |
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