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SPO-Representable Inductive Inference Operators Extending Rational Closure

delete2025-12-01
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PRE
AI
J
Jonas Haldimann *
T
Thomas Meyer
G
Gabriele Kern-Isberner
C
Christoph Beierle
DOI:10.1177/30504554251394322delete
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Abstract

Abstract

En 中文
Rational closure, as introduced by Lehmann or via Pearl's system Z, exhibits desirable characteristics of nonmonotonic inference relations. The property (RC Extension), formalizing that an inductive inference operator extends rational closure, has recently been investigated for basic defeasible entailment relations. In this article, we explore (RC Extension) for more general classes of inference relations. We semantically characterize (RC Extension) for preferential inference relations in general by a specific type of preferential models. Then we focus on operators that can be represented with strict partial orders (SPOs) on possible worlds and characterize SPO-representable inductive inference operators. We show that for SPO-representable inference operators, (RC Extension) is semantically characterized by refinements of the Z-rank relation on possible worlds. Finally, we explore several examples of inference operators satisfying (RC Extension) and their interrelationships.
Keywords:
conditional
belief base
inductive inference
rational closure
SPO-representable

Journal

E
EUROPEAN JOURNAL ON ARTIFICIAL INTELLIGENCE
IF:
0
Papers:
40
Citations:
0

Organization

D
Dortmund University of Technology
Scholars:
171
Papers: 85
Citations: 0
T
technische universitat wien
Scholars:
126
Papers: 64
Citations: 0
U
university of cape town
Scholars:
2.5K
Papers: 1.2K
Citations: 0
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