Expanded Rough Approximation Spaces Using Grill and Maximal Rough Neighborhoods for Medical Applications

An important mathematical way to deal with ambiguity and uncertainty in knowledge is rough set (RS) theory. It is believed that a grill is a necessary addition to this idea. Since it expands the approximate of RSs, it is a helpful technique for removing ambiguity and uncertainty. One of the key and important issues for developing rough sets, which subsequently aim to maximize the accuracy measure, is minimization of the boundary region (BR). One of the most practical and successful ways to accomplish this is with a grill. Thus, the goal of this work is to introduce novel grill-based approaches for rough sets (RSs). A few important aspects of these techniques are examined and illustrated to indicate that they produce accuracy measures that are higher and more significant than those of the previous methods. In the end, a medical application is shown to emphasize the need of using grills as instructed.

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Publication Details

Journal
Axioms
Published
2025-06-20
DOI
https://doi.org/10.3390/axioms14070482
Primary Topic
Rough Sets and Fuzzy Logic
Type
article
Field-Weighted Citation Impact
0.00

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article

Expanded Rough Approximation Spaces Using Grill and Maximal Rough Neighborhoods for Medical Applications

A. A. Azzam, M. Aldawood
Axioms
Rough Sets and Fuzzy Logic
article

Expanded Rough Approximation Spaces Using Grill and Maximal Rough Neighborhoods for Medical Applications

A. A. Azzam, M. Aldawood
article en

Abstract

An important mathematical way to deal with ambiguity and uncertainty in knowledge is rough set (RS) theory. It is believed that a grill is a necessary addition to this idea. Since it expands the approximate of RSs, it is a helpful technique for removing ambiguity and uncertainty. One of the key and important issues for developing rough sets, which subsequently aim to maximize the accuracy measure, is minimization of the boundary region (BR). One of the most practical and successful ways to accomplish this is with a grill. Thus, the goal of this work is to introduce novel grill-based approaches for rough sets (RSs). A few important aspects of these techniques are examined and illustrated to indicate that they produce accuracy measures that are higher and more significant than those of the previous methods. In the end, a medical application is shown to emphasize the need of using grills as instructed.

AxiomsVol. 14(7)
Prince Sattam Bin Abdulaziz University (SA)
Prince Sattam bin Abdulaziz University
Sustainable cities and communities
Openalex Percentile: Top 84%
Rough Sets and Fuzzy Logic
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