Variable Precision Fuzzy Soft Rough Set Based on Absolute Error

Abstract In recent years, the organic integration of soft sets and rough set prototypes has turned into a vital expansion direction. Among them, the correlative on variable precision soft rough sets has drawn extensive attention from scholars. In the actual process of data processing and decision analysis, some fusion prototypes are vulnerable to erroneously tagged data or only take relative errors into account. In order to make up for the deficiencies, this thesis presents a variable precision fuzzy soft rough set prototype anchored in absolute error. Besides presenting the definition of this prototype, we also conduct an in-depth exploration of its key computational properties. Finally, through a comparative analysis of the degenerated prototype, we conclude that the novel prototype predicated on absolute error put forth in this article is efficacious augmentation of the variable precision soft rough ensemble prototype.

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Publication Details

Journal
Journal of Physics Conference Series
Published
2025-05-01
DOI
https://doi.org/10.1088/1742-6596/3004/1/012018
Primary Topic
Fuzzy and Soft Set Theory
Type
article
Field-Weighted Citation Impact
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article

Variable Precision Fuzzy Soft Rough Set Based on Absolute Error

Donghui Quan, M. Wang
Journal of Physics Conference Series
Fuzzy and Soft Set Theory
article

Variable Precision Fuzzy Soft Rough Set Based on Absolute Error

Donghui Quan, M. Wang
article en

Abstract

Abstract In recent years, the organic integration of soft sets and rough set prototypes has turned into a vital expansion direction. Among them, the correlative on variable precision soft rough sets has drawn extensive attention from scholars. In the actual process of data processing and decision analysis, some fusion prototypes are vulnerable to erroneously tagged data or only take relative errors into account. In order to make up for the deficiencies, this thesis presents a variable precision fuzzy soft rough set prototype anchored in absolute error. Besides presenting the definition of this prototype, we also conduct an in-depth exploration of its key computational properties. Finally, through a comparative analysis of the degenerated prototype, we conclude that the novel prototype predicated on absolute error put forth in this article is efficacious augmentation of the variable precision soft rough ensemble prototype.

Journal of Physics Conference SeriesVol. 3004(1)
North China University of Technology (CN)
Openalex Percentile: Top 89%
Fuzzy and Soft Set Theory
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