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Complexity of Arithmetic in Warded Datalog+-

arXiv 2202.05086 ↗First posted 10 Feb 2022cs.AI cs.DBcited by 0

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Abstract (arXiv)

Warded Datalog+- extends the logic-based language Datalog with existential quantifiers in rule heads. Existential rules are needed for advanced reasoning tasks, e.g., ontological reasoning. The theoretical efficiency guarantees of Warded Datalog+- do not cover extensions crucial for data analytics, such as arithmetic. Moreover, despite the significance of arithmetic for common data analytic scenarios, no decidable fragment of any Datalog+- language extended with arithmetic has been identified. We close this gap by defining a new language that extends Warded Datalog+- with arithmetic and prove its P-completeness. Furthermore, we present an efficient reasoning algorithm for our newly defined language and prove descriptive complexity results for a recently introduced Datalog fragment with integer arithmetic, thereby closing an open question. We lay the theoretical foundation for highly expressive Datalog+- languages that combine the power of advanced recursive rules and arithmetic while guaranteeing efficient reasoning algorithms for applications in modern AI systems, such as Knowledge Graphs.

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References · 5

  1. 2018The Vadalog System: Datalog-based Reasoning for Knowledge Graphscited by 25
  2. 2020ASP(AC): Answer Set Programming with Algebraic Constraintscited by 3
  3. 2017Foundations of Declarative Data Analysis Using Limit Datalog Programscited by 2
  4. 2021Here and There with Arithmeticcited by 2
  5. 2021Initial Limit Datalog: a New Extensible Class of Decidable Constrained Horn Clausescited by 1

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