A Relative Tolerance Relation of Rough Set (RTRS) for potential fish yields in Indonesia

The sea is essential to life on earth, including regulating the climate, producing oxygen, providing medicines, providing habitats for marine animals, and feeding millions of people. It must be ensured that the sea continues to meet the needs of life without sacrificing the people of future generati...

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Main Authors: Saedudin, Rd Rohmat, Kasim, Shahreen, Mahdin, Hairulnizam, Sutoyo, Edi, Yanto, Iwan Tri Riyadi, Hassan, Rohayanti, Ismail, Mohd Arfian
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Published: Coastal Education and Research Foundation, Inc. 2018
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Online Access:http://eprints.uthm.edu.my/3495/
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spelling my.uthm.eprints.34952021-11-18T01:35:13Z http://eprints.uthm.edu.my/3495/ A Relative Tolerance Relation of Rough Set (RTRS) for potential fish yields in Indonesia Saedudin, Rd Rohmat Kasim, Shahreen Mahdin, Hairulnizam Sutoyo, Edi Yanto, Iwan Tri Riyadi Hassan, Rohayanti Ismail, Mohd Arfian TC160-181 Technical hydraulics The sea is essential to life on earth, including regulating the climate, producing oxygen, providing medicines, providing habitats for marine animals, and feeding millions of people. It must be ensured that the sea continues to meet the needs of life without sacrificing the people of future generations. The sea regulates the planet’s climate and is a significant source of nutrients. The sea becomes an essential part of global commerce, while the contents of the ocean become the solution of human energy needs today and the future. The wealth and potential of the sea as a source of energy for humans today and the future needs to be mapped and described to provide a picture of marine potential to all concerned. As part of the government, the Ministry of Marine Affairs and Fisheries is responsible for the process of formulating, determining, and implementing policies in the field of marine and fisheries based on the results of mapping and extracting information from existing conditions. The results of this information can be used to predict the marine potential in a marine area. This prediction process can be developed using data-mining techniques such as applying the association rule by looking at the relationship between the quantity of fish based on the plankton abundance index. However, this association rules data-mining techniques that require complete data, which are data sets with no missing values to generate interesting rules for detection systems. The problem is often that required marine data are not available or that marine data are available, but they contain incomplete data. To address this problem, this paper introduces a Relative Tolerance Relation of Rough Set (RTRS). Novelty RTRS differs from previous rough approaches that use tolerance relationships, nonsymmetric equation relationships, and limited tolerance relationships. The RTRS approach is based on a limited tolerance relationship considering the relative precision between two objects; therefore, this is the first job to use relative precision. In addition, this paper presents the mathematical approach of the RTRS and compares it with other existing approaches using the marine real dataset to classify the marine potential level of the region. The results show that the proposed approach is better than the existing approach in terms of accuracy. Coastal Education and Research Foundation, Inc. 2018 Article PeerReviewed Saedudin, Rd Rohmat and Kasim, Shahreen and Mahdin, Hairulnizam and Sutoyo, Edi and Yanto, Iwan Tri Riyadi and Hassan, Rohayanti and Ismail, Mohd Arfian (2018) A Relative Tolerance Relation of Rough Set (RTRS) for potential fish yields in Indonesia. Journal of Coastal Research, SI (82). pp. 84-92. ISSN 0749-0208
institution Universiti Tun Hussein Onn Malaysia
building UTHM Library
collection Institutional Repository
continent Asia
country Malaysia
content_provider Universiti Tun Hussein Onn Malaysia
content_source UTHM Institutional Repository
url_provider http://eprints.uthm.edu.my/
topic TC160-181 Technical hydraulics
spellingShingle TC160-181 Technical hydraulics
Saedudin, Rd Rohmat
Kasim, Shahreen
Mahdin, Hairulnizam
Sutoyo, Edi
Yanto, Iwan Tri Riyadi
Hassan, Rohayanti
Ismail, Mohd Arfian
A Relative Tolerance Relation of Rough Set (RTRS) for potential fish yields in Indonesia
description The sea is essential to life on earth, including regulating the climate, producing oxygen, providing medicines, providing habitats for marine animals, and feeding millions of people. It must be ensured that the sea continues to meet the needs of life without sacrificing the people of future generations. The sea regulates the planet’s climate and is a significant source of nutrients. The sea becomes an essential part of global commerce, while the contents of the ocean become the solution of human energy needs today and the future. The wealth and potential of the sea as a source of energy for humans today and the future needs to be mapped and described to provide a picture of marine potential to all concerned. As part of the government, the Ministry of Marine Affairs and Fisheries is responsible for the process of formulating, determining, and implementing policies in the field of marine and fisheries based on the results of mapping and extracting information from existing conditions. The results of this information can be used to predict the marine potential in a marine area. This prediction process can be developed using data-mining techniques such as applying the association rule by looking at the relationship between the quantity of fish based on the plankton abundance index. However, this association rules data-mining techniques that require complete data, which are data sets with no missing values to generate interesting rules for detection systems. The problem is often that required marine data are not available or that marine data are available, but they contain incomplete data. To address this problem, this paper introduces a Relative Tolerance Relation of Rough Set (RTRS). Novelty RTRS differs from previous rough approaches that use tolerance relationships, nonsymmetric equation relationships, and limited tolerance relationships. The RTRS approach is based on a limited tolerance relationship considering the relative precision between two objects; therefore, this is the first job to use relative precision. In addition, this paper presents the mathematical approach of the RTRS and compares it with other existing approaches using the marine real dataset to classify the marine potential level of the region. The results show that the proposed approach is better than the existing approach in terms of accuracy.
format Article
author Saedudin, Rd Rohmat
Kasim, Shahreen
Mahdin, Hairulnizam
Sutoyo, Edi
Yanto, Iwan Tri Riyadi
Hassan, Rohayanti
Ismail, Mohd Arfian
author_facet Saedudin, Rd Rohmat
Kasim, Shahreen
Mahdin, Hairulnizam
Sutoyo, Edi
Yanto, Iwan Tri Riyadi
Hassan, Rohayanti
Ismail, Mohd Arfian
author_sort Saedudin, Rd Rohmat
title A Relative Tolerance Relation of Rough Set (RTRS) for potential fish yields in Indonesia
title_short A Relative Tolerance Relation of Rough Set (RTRS) for potential fish yields in Indonesia
title_full A Relative Tolerance Relation of Rough Set (RTRS) for potential fish yields in Indonesia
title_fullStr A Relative Tolerance Relation of Rough Set (RTRS) for potential fish yields in Indonesia
title_full_unstemmed A Relative Tolerance Relation of Rough Set (RTRS) for potential fish yields in Indonesia
title_sort relative tolerance relation of rough set (rtrs) for potential fish yields in indonesia
publisher Coastal Education and Research Foundation, Inc.
publishDate 2018
url http://eprints.uthm.edu.my/3495/
_version_ 1738581130499588096
score 13.209306