EXPANDING DATA NORMALIZATION METHOD TO CODAS METHOD FOR MULTI-CRITERIA DECISION MAKING

Data normalization is the conversion of quantities of different dimensions to the same dimensionless form, which is required in multicriteria decision making (MCDM). The choice of data normalization method has a direct influence on the decision-making results. This study presents the combination...

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Main Author: Do Duc Trung
Format: Article
Language:English
Published: The Serbian Academic Center 2022-06-01
Series:Applied Engineering Letters
Subjects:
Online Access:https://aeletters.com/wp-content/uploads/2022/07/AEL00357.pdf
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author Do Duc Trung
author_facet Do Duc Trung
author_sort Do Duc Trung
collection DOAJ
description Data normalization is the conversion of quantities of different dimensions to the same dimensionless form, which is required in multicriteria decision making (MCDM). The choice of data normalization method has a direct influence on the decision-making results. This study presents the combination of CODAS (COmbinative Distance-based ASsessment) method with six different data normalization methods including Linear normalization, Max - Min linear normalization, Vector normalization, Sum linear normalization, Logarithmic normalization, Max linear normalization . These six combinations have been applied in turn in three different examples. The number of alternatives, the number of criteria, and the method of the weight calculation in these examples are also different. From the results it was reported that only the combination of CODAS and Logarithmic normalization was not suitable. The combination of CODAS with some other data normalization methods not mentioned in this study and it needs to be done in the near future. This task was covered in the last part of this paper.
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spelling doaj.art-699a5ee8583e4d93b4f0098906276a562023-11-02T08:50:23ZengThe Serbian Academic CenterApplied Engineering Letters2466-46772466-48472022-06-0172546610.18485/aeletters.2022.7.2.2EXPANDING DATA NORMALIZATION METHOD TO CODAS METHOD FOR MULTI-CRITERIA DECISION MAKINGDo Duc Trung0Faculty of Mechanical Engineering, Hanoi University of Industry, Hanoi City, 100000, VietnamData normalization is the conversion of quantities of different dimensions to the same dimensionless form, which is required in multicriteria decision making (MCDM). The choice of data normalization method has a direct influence on the decision-making results. This study presents the combination of CODAS (COmbinative Distance-based ASsessment) method with six different data normalization methods including Linear normalization, Max - Min linear normalization, Vector normalization, Sum linear normalization, Logarithmic normalization, Max linear normalization . These six combinations have been applied in turn in three different examples. The number of alternatives, the number of criteria, and the method of the weight calculation in these examples are also different. From the results it was reported that only the combination of CODAS and Logarithmic normalization was not suitable. The combination of CODAS with some other data normalization methods not mentioned in this study and it needs to be done in the near future. This task was covered in the last part of this paper.https://aeletters.com/wp-content/uploads/2022/07/AEL00357.pdfmcdmcodas methoddata normalizationlinear normalizationmax - min linear normalizationvector normalization
spellingShingle Do Duc Trung
EXPANDING DATA NORMALIZATION METHOD TO CODAS METHOD FOR MULTI-CRITERIA DECISION MAKING
Applied Engineering Letters
mcdm
codas method
data normalization
linear normalization
max - min linear normalization
vector normalization
title EXPANDING DATA NORMALIZATION METHOD TO CODAS METHOD FOR MULTI-CRITERIA DECISION MAKING
title_full EXPANDING DATA NORMALIZATION METHOD TO CODAS METHOD FOR MULTI-CRITERIA DECISION MAKING
title_fullStr EXPANDING DATA NORMALIZATION METHOD TO CODAS METHOD FOR MULTI-CRITERIA DECISION MAKING
title_full_unstemmed EXPANDING DATA NORMALIZATION METHOD TO CODAS METHOD FOR MULTI-CRITERIA DECISION MAKING
title_short EXPANDING DATA NORMALIZATION METHOD TO CODAS METHOD FOR MULTI-CRITERIA DECISION MAKING
title_sort expanding data normalization method to codas method for multi criteria decision making
topic mcdm
codas method
data normalization
linear normalization
max - min linear normalization
vector normalization
url https://aeletters.com/wp-content/uploads/2022/07/AEL00357.pdf
work_keys_str_mv AT doductrung expandingdatanormalizationmethodtocodasmethodformulticriteriadecisionmaking