This work focuses on fuzzy orthopartitions and credal partitions, which are distinct mathematical models representing partitions where the membership of elements to classes is only partially known. Firstly, we show that fuzzy orthopartitions and credal partitions are special cases of generalized fuzzy orthopartitions, which we introduce in this article as a new structure for modelling partitions with uncertainty. Next, we examine the connections between credal partitions and fuzzy orthopartitions, considering that both can be seen as types of fuzzy partitions (in particular, we deal with fuzzy probabilistic and Ruspini partitions). Moreover, we find that each generalized fuzzy orthopartition corresponds to a collection of zero, one, or infinitely many credal partitions; conversely, a credal partition maps to at most one generalized fuzzy orthopartition. Finally, we identify the class of all credal partitions that coincide with fuzzy orthopartitions.

Boffa, S., Ciucci, D. (2024). Unifying credal partitions and fuzzy orthopartitions. INFORMATION SCIENCES, 674(July 2024) [10.1016/j.ins.2024.120725].

Unifying credal partitions and fuzzy orthopartitions

Boffa S.
Primo
;
Ciucci D.
2024

Abstract

This work focuses on fuzzy orthopartitions and credal partitions, which are distinct mathematical models representing partitions where the membership of elements to classes is only partially known. Firstly, we show that fuzzy orthopartitions and credal partitions are special cases of generalized fuzzy orthopartitions, which we introduce in this article as a new structure for modelling partitions with uncertainty. Next, we examine the connections between credal partitions and fuzzy orthopartitions, considering that both can be seen as types of fuzzy partitions (in particular, we deal with fuzzy probabilistic and Ruspini partitions). Moreover, we find that each generalized fuzzy orthopartition corresponds to a collection of zero, one, or infinitely many credal partitions; conversely, a credal partition maps to at most one generalized fuzzy orthopartition. Finally, we identify the class of all credal partitions that coincide with fuzzy orthopartitions.
Articolo in rivista - Articolo scientifico
Basic belief assignments; Bayesian bbas; Credal partitions; Fuzzy orthopartitions; Generalized partitions; Partitions; Uncertainty;
English
15-mag-2024
2024
674
July 2024
120725
open
Boffa, S., Ciucci, D. (2024). Unifying credal partitions and fuzzy orthopartitions. INFORMATION SCIENCES, 674(July 2024) [10.1016/j.ins.2024.120725].
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/10281/488599
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