Applying Max-2SAT to Efficient Belief Revision

Belief revision is a NP-hard problem even when the Knowledge Base (Σ) is formed by Horn clauses. In this paper, we present a new belief revision operator running efficiently if the initial knowledge base is a two conjunctive form(conjunction of unit or binary clauses, denoted as 2-CF).Such revision...

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Hauptverfasser: Luna, G. D. I., Martinez, Y. M., Robles, L. C. A.
Format: Tagungsbericht
Sprache:eng
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Zusammenfassung:Belief revision is a NP-hard problem even when the Knowledge Base (Σ) is formed by Horn clauses. In this paper, we present a new belief revision operator running efficiently if the initial knowledge base is a two conjunctive form(conjunction of unit or binary clauses, denoted as 2-CF).Such revision operator * I on a new formula F, denoted as (Σ * I F), relies heavily on the selected model I of F. If the model Ican be computed in polynomial time (e.g. if F is Horn or a 2-CF), then the complete belief revision process has a polynomial time complexity. However, if F has not restrictions, our proposal request to apply only one NP oracle call (that is, the necessary call to compute a model of F) that involves an exponential time over the length of F. Afterwards, to compute (Σ * I F) is done in a polynomial time over the length of Σ. It is common to consider the length of Σ much longer than the length of F. Thus, our proposal of belief revision is in the complexity class PNP[1].
DOI:10.1109/MICAI.2011.27