On the Logical and Algebraic Aspects of Reasoning with Formal Contexts
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| Format: | Preprint |
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2024
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| author | Howlader, Prosenjit Liau, Churn-Jung |
| author_facet | Howlader, Prosenjit Liau, Churn-Jung |
| contents | A formal context consists of objects, properties, and the incidence relation between them. Various notions of concepts defined with respect to formal contexts and their associated algebraic structures have been studied extensively, including formal concepts in formal concept analysis (FCA), rough concepts arising from rough set theory (RST), and semiconcepts and protoconcepts for dealing with negation. While all these kinds of concepts are associated with lattices, semiconcepts and protoconcepts additionally yield an ordered algebraic structure, called double Boolean algebras. As the name suggests, a double Boolean algebra contains two underlying Boolean algebras.
In this paper, we investigate logical and algebraic aspects of the representation and reasoning about different concepts with respect to formal contexts. We present two-sorted modal logic systems \textbf{KB} and \textbf{KF} for the representation and reasoning of rough concepts and formal concepts respectively. Then, in order to represent and reason about both formal and rough concepts in a single framework, these two logics are unified into a two-sorted Boolean modal logic \textbf{BM}, in which semiconcepts and protoconcepts are also expressible. Based on the logical representation of semiconcepts and protoconcepts, we prove the characterization of double Boolean algebras in terms of their underlying Boolean algebras. Finally, we also discuss the possibilities of extending our logical systems for the representation and reasoning of more fine-grained information in formal contexts. |
| format | Preprint |
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arxiv_https___arxiv_org_abs_2407_13287 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | On the Logical and Algebraic Aspects of Reasoning with Formal Contexts Howlader, Prosenjit Liau, Churn-Jung Logic 03Bxx 03B45 A formal context consists of objects, properties, and the incidence relation between them. Various notions of concepts defined with respect to formal contexts and their associated algebraic structures have been studied extensively, including formal concepts in formal concept analysis (FCA), rough concepts arising from rough set theory (RST), and semiconcepts and protoconcepts for dealing with negation. While all these kinds of concepts are associated with lattices, semiconcepts and protoconcepts additionally yield an ordered algebraic structure, called double Boolean algebras. As the name suggests, a double Boolean algebra contains two underlying Boolean algebras. In this paper, we investigate logical and algebraic aspects of the representation and reasoning about different concepts with respect to formal contexts. We present two-sorted modal logic systems \textbf{KB} and \textbf{KF} for the representation and reasoning of rough concepts and formal concepts respectively. Then, in order to represent and reason about both formal and rough concepts in a single framework, these two logics are unified into a two-sorted Boolean modal logic \textbf{BM}, in which semiconcepts and protoconcepts are also expressible. Based on the logical representation of semiconcepts and protoconcepts, we prove the characterization of double Boolean algebras in terms of their underlying Boolean algebras. Finally, we also discuss the possibilities of extending our logical systems for the representation and reasoning of more fine-grained information in formal contexts. |
| title | On the Logical and Algebraic Aspects of Reasoning with Formal Contexts |
| topic | Logic 03Bxx 03B45 |
| url | https://arxiv.org/abs/2407.13287 |