Some Granular Computing Based Machine Learning Algorithms

<p>Granular computing has emerged as a new computational method that is beneficial when dealing with large amounts of data. In recent years, several machine learning models based on the granular framework have been developed, outperforming traditional machine learning models. This article revi...

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Main Author: Vijay R. Tiwari
Format: Article
Language:English
Published: Islamic Azad University, Bandar Abbas Branch 2025-06-01
Series:Transactions on Fuzzy Sets and Systems
Subjects:
Online Access:https://sanad.iau.ir/journal/tfss/Article/1183012
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author Vijay R. Tiwari
author_facet Vijay R. Tiwari
author_sort Vijay R. Tiwari
collection DOAJ
description <p>Granular computing has emerged as a new computational method that is beneficial when dealing with large amounts of data. In recent years, several machine learning models based on the granular framework have been developed, outperforming traditional machine learning models. This article reviews some newly developed techniques in terms of granular framework settings.&nbsp;</p>
format Article
id doaj-art-67696e0b2fc54b8e9e79d9a0411c2348
institution Kabale University
issn 2821-0131
language English
publishDate 2025-06-01
publisher Islamic Azad University, Bandar Abbas Branch
record_format Article
series Transactions on Fuzzy Sets and Systems
spelling doaj-art-67696e0b2fc54b8e9e79d9a0411c23482025-08-20T03:47:13ZengIslamic Azad University, Bandar Abbas BranchTransactions on Fuzzy Sets and Systems2821-01312025-06-01423445Some Granular Computing Based Machine Learning AlgorithmsVijay R. Tiwari<p>Granular computing has emerged as a new computational method that is beneficial when dealing with large amounts of data. In recent years, several machine learning models based on the granular framework have been developed, outperforming traditional machine learning models. This article reviews some newly developed techniques in terms of granular framework settings.&nbsp;</p>https://sanad.iau.ir/journal/tfss/Article/1183012big data information granules grc ml.
spellingShingle Vijay R. Tiwari
Some Granular Computing Based Machine Learning Algorithms
Transactions on Fuzzy Sets and Systems
big data
information granules
grc
ml.
title Some Granular Computing Based Machine Learning Algorithms
title_full Some Granular Computing Based Machine Learning Algorithms
title_fullStr Some Granular Computing Based Machine Learning Algorithms
title_full_unstemmed Some Granular Computing Based Machine Learning Algorithms
title_short Some Granular Computing Based Machine Learning Algorithms
title_sort some granular computing based machine learning algorithms
topic big data
information granules
grc
ml.
url https://sanad.iau.ir/journal/tfss/Article/1183012
work_keys_str_mv AT vijayrtiwari somegranularcomputingbasedmachinelearningalgorithms