Abductive Reasoning in a Paraconsistent Framework

We explore the problem of explaining observations starting from a classically inconsistent theory by adopting a paraconsistent framework. We consider two expansions of the well-known Belnap-Dunn paraconsistent four-valued logic BD: BD-circ introduces formulas of the form circ phi (‘the information about phi is reliable’), while BD-triangle augments the language with formulas triangle phi (‘there is information that phi is true’). We define and motivate the notions of abduction problems and explanations in BD-circ and BD-triangle and show that they are not reducible to one another. We analyse the complexity of standard abductive reasoning tasks (solution recognition, solution existence, and relevance / necessity of hypotheses) in both logics. Finally, we show how to reduce abduction in BD-circ and BD-triangle to abduction in classical propositional logic, thereby enabling the reuse of existing abductive reasoning procedures.

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Publication Details

Published
2024-10-26
DOI
https://doi.org/10.24963/kr.2024/13
Citations
1
Primary Topic
Logic, Reasoning, and Knowledge
Type
article
Field-Weighted Citation Impact
0.35

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article

Abductive Reasoning in a Paraconsistent Framework

Meghyn Bienvenu, Daniil Kozhemiachenko, Katsumi Inoue
1 citations
Logic, Reasoning, and Knowledge
0.35
article

Abductive Reasoning in a Paraconsistent Framework

Meghyn Bienvenu, Daniil Kozhemiachenko, Katsumi Inoue
article en
1 citations

Abstract

We explore the problem of explaining observations starting from a classically inconsistent theory by adopting a paraconsistent framework. We consider two expansions of the well-known Belnap-Dunn paraconsistent four-valued logic BD: BD-circ introduces formulas of the form circ phi (‘the information about phi is reliable’), while BD-triangle augments the language with formulas triangle phi (‘there is information that phi is true’). We define and motivate the notions of abduction problems and explanations in BD-circ and BD-triangle and show that they are not reducible to one another. We analyse the complexity of standard abductive reasoning tasks (solution recognition, solution existence, and relevance / necessity of hypotheses) in both logics. Finally, we show how to reduce abduction in BD-circ and BD-triangle to abduction in classical propositional logic, thereby enabling the reuse of existing abductive reasoning procedures.

Centre National de la Recherche Scientifique (FR), Université de Bordeaux (FR), International Research Center for Japanese Studies (JP), National Institute of Informatics (JP), Inoue Hospital (JP), Laboratoire Bordelais de Recherche en Informatique (FR), Institut Polytechnique de Bordeaux (FR), Japanese-French Laboratory for Informatics (JP)
Agence Nationale de la Recherche, Japan Society for the Promotion of Science, Core Research for Evolutional Science and Technology
Gender equality
Openalex Percentile: Top 32%
Logic, Reasoning, and Knowledge
0.35
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