Matrix Approach to Rough Sets Based onTolerance Relation

There are many complex issues with incomplete data to make decisions in the field of computer science.These issues can be resolved with the aid of mathematical instruments.When dealing with incomplete data, rough set theory is a useful technique.In the classical rough set theory the information granules are equivalence classes.However, in real life scenario tolerance relations play a major role.By employing rough sets with Maximal Compatibility Blocks (MCBs) rather than equivalence classes, we were able to handle the challenges in this research with ease.A novel approach to define matrices on MCBs and operations on them is proposed.Additionally, applied the rough matrix approach to locate a consistent block related to any set in the universal set.

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Publication Details

Journal
International Journal of Mathematical Sciences and Computing
Published
2025-04-02
DOI
https://doi.org/10.5815/ijmsc.2025.01.02
Primary Topic
Rough Sets and Fuzzy Logic
Type
article
Field-Weighted Citation Impact
0.00
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article

Matrix Approach to Rough Sets Based onTolerance Relation

Masao Kishore, N. Kishore Kumar, S. K. Vali
International Journal of Mathematical Sciences and Computing
Rough Sets and Fuzzy Logic
article

Matrix Approach to Rough Sets Based onTolerance Relation

Masao Kishore, N. Kishore Kumar, S. K. Vali
article en

Abstract

There are many complex issues with incomplete data to make decisions in the field of computer science.These issues can be resolved with the aid of mathematical instruments.When dealing with incomplete data, rough set theory is a useful technique.In the classical rough set theory the information granules are equivalence classes.However, in real life scenario tolerance relations play a major role.By employing rough sets with Maximal Compatibility Blocks (MCBs) rather than equivalence classes, we were able to handle the challenges in this research with ease.A novel approach to define matrices on MCBs and operations on them is proposed.Additionally, applied the rough matrix approach to locate a consistent block related to any set in the universal set.

International Journal of Mathematical Sciences and ComputingVol. 11(1)
Reduced inequalities
Openalex Percentile: Top 93%
Rough Sets and Fuzzy Logic
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