A novel decision-making method using fuzzy DEA credibility constrained and RC index

Decision-making based on expert’s opinion by data envelopment analysis (DEA) models requires crisp number. However, the assumption of expert might not always be accurate. This paper introduces fuzzy DEA credibility constrained and relative closeness (RC) index to cope with uncertainty data. The prop...

Full description

Bibliographic Details
Main Authors: Rahmad Wisnu Wardana, Ilyas Masudin, Dian Palupi Restuputri, Adhi Nugraha
Format: Article
Language:English
Published: Taylor & Francis Group 2021-01-01
Series:Cogent Engineering
Subjects:
Online Access:http://dx.doi.org/10.1080/23311916.2021.1917328
id doaj-776fa4bab5644a2c9a9b95159dd06c9c
record_format Article
spelling doaj-776fa4bab5644a2c9a9b95159dd06c9c2021-05-06T16:05:16ZengTaylor & Francis GroupCogent Engineering2331-19162021-01-018110.1080/23311916.2021.19173281917328A novel decision-making method using fuzzy DEA credibility constrained and RC indexRahmad Wisnu Wardana0Ilyas Masudin1Dian Palupi Restuputri2Adhi Nugraha3University of Muhammadiyah MalangUniversity of Muhammadiyah MalangUniversity of Muhammadiyah MalangUniversity of Muhammadiyah MalangDecision-making based on expert’s opinion by data envelopment analysis (DEA) models requires crisp number. However, the assumption of expert might not always be accurate. This paper introduces fuzzy DEA credibility constrained and relative closeness (RC) index to cope with uncertainty data. The proposed approach transforms the traditional DEA models to be fuzzy events by using credibility measure. Furthermore, RC index was used to increase the discrimination power of traditional DEA. Two numerical examples with different credibility level are presented for demonstrate the proposed fuzzy DEA credibility constrained and RC index. The findings indicate that the credibility level impact on the RC index on both numerical examples. The increasing level of credibility value would drop the value of RC index.http://dx.doi.org/10.1080/23311916.2021.1917328decision-makingfuzzy deacredibility constrainedrelative closeness
collection DOAJ
language English
format Article
sources DOAJ
author Rahmad Wisnu Wardana
Ilyas Masudin
Dian Palupi Restuputri
Adhi Nugraha
spellingShingle Rahmad Wisnu Wardana
Ilyas Masudin
Dian Palupi Restuputri
Adhi Nugraha
A novel decision-making method using fuzzy DEA credibility constrained and RC index
Cogent Engineering
decision-making
fuzzy dea
credibility constrained
relative closeness
author_facet Rahmad Wisnu Wardana
Ilyas Masudin
Dian Palupi Restuputri
Adhi Nugraha
author_sort Rahmad Wisnu Wardana
title A novel decision-making method using fuzzy DEA credibility constrained and RC index
title_short A novel decision-making method using fuzzy DEA credibility constrained and RC index
title_full A novel decision-making method using fuzzy DEA credibility constrained and RC index
title_fullStr A novel decision-making method using fuzzy DEA credibility constrained and RC index
title_full_unstemmed A novel decision-making method using fuzzy DEA credibility constrained and RC index
title_sort novel decision-making method using fuzzy dea credibility constrained and rc index
publisher Taylor & Francis Group
series Cogent Engineering
issn 2331-1916
publishDate 2021-01-01
description Decision-making based on expert’s opinion by data envelopment analysis (DEA) models requires crisp number. However, the assumption of expert might not always be accurate. This paper introduces fuzzy DEA credibility constrained and relative closeness (RC) index to cope with uncertainty data. The proposed approach transforms the traditional DEA models to be fuzzy events by using credibility measure. Furthermore, RC index was used to increase the discrimination power of traditional DEA. Two numerical examples with different credibility level are presented for demonstrate the proposed fuzzy DEA credibility constrained and RC index. The findings indicate that the credibility level impact on the RC index on both numerical examples. The increasing level of credibility value would drop the value of RC index.
topic decision-making
fuzzy dea
credibility constrained
relative closeness
url http://dx.doi.org/10.1080/23311916.2021.1917328
work_keys_str_mv AT rahmadwisnuwardana anoveldecisionmakingmethodusingfuzzydeacredibilityconstrainedandrcindex
AT ilyasmasudin anoveldecisionmakingmethodusingfuzzydeacredibilityconstrainedandrcindex
AT dianpalupirestuputri anoveldecisionmakingmethodusingfuzzydeacredibilityconstrainedandrcindex
AT adhinugraha anoveldecisionmakingmethodusingfuzzydeacredibilityconstrainedandrcindex
AT rahmadwisnuwardana noveldecisionmakingmethodusingfuzzydeacredibilityconstrainedandrcindex
AT ilyasmasudin noveldecisionmakingmethodusingfuzzydeacredibilityconstrainedandrcindex
AT dianpalupirestuputri noveldecisionmakingmethodusingfuzzydeacredibilityconstrainedandrcindex
AT adhinugraha noveldecisionmakingmethodusingfuzzydeacredibilityconstrainedandrcindex
_version_ 1721456392281260032