Consensus-Based Multi-Person Decision Making with Incomplete Fuzzy Preference Relations Using Product Transitivity
In this paper, a consensus-based method for multi-person decision making (MPDM) using product transitivity with incomplete fuzzy preference relations (IFPRs) is proposed. Additionally, an average aggregation operator has been used at the first level to estimate the missing preference values and cons...
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doaj-8ec5d873e23a4c359c5aaf94872fd9bc2020-11-25T02:45:49ZengMDPI AGMathematics2227-73902019-02-017218510.3390/math7020185math7020185Consensus-Based Multi-Person Decision Making with Incomplete Fuzzy Preference Relations Using Product TransitivityAtiq-ur Rehman0Mustanser Hussain1Adeel Farooq2Muhammad Akram3Department of Mathematics, COMSATS University Islamabad, Lahore Campus, Punjab 54000, PakistanDepartment of Mathematics, COMSATS University Islamabad, Lahore Campus, Punjab 54000, PakistanDepartment of Mathematics, COMSATS University Islamabad, Lahore Campus, Punjab 54000, PakistanDepartment of Mathematics, University of the Punjab, Quaid-e-Azam Campus, Lahore 54590, PakistanIn this paper, a consensus-based method for multi-person decision making (MPDM) using product transitivity with incomplete fuzzy preference relations (IFPRs) is proposed. Additionally, an average aggregation operator has been used at the first level to estimate the missing preference values and construct the complete fuzzy preference relation (FPR). Then it is confirmed to be product consistent by using the transitive closure formula. Following this, weights of decision makers (DMs) are evaluated by merging consistency weights and predefined priority weights (if any). The consistency weights for the DMs are estimated through product consistency investigation of the information provided by each DM. The consensus process determines whether the selection procedure should be initiated or not. The hybrid comprises of a quitting process and feedback mechanism, and is used to enhance the consensus level amongst DMs in case of an inadequate state. The quitting process arises when some DMs decided to leave the course, and is common in MPDM while dealing with a large number of alternatives. The feedback mechanism is the main novelty of the proposed technique which helps the DMs to improve their given preferences based on this consistency. At the end, a numerical example is deliberated to measure the efficiency and applicability of the proposed method after the comparison with some existing models under the same assumptions. The results show that proposed method can offer useful comprehension into the MPDM process.https://www.mdpi.com/2227-7390/7/2/185fuzzy setmulti-person decision making (MPDM)fuzzy preference relation (FPR)incomplete fuzzy preference relation (IFPR)product transitivity |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Atiq-ur Rehman Mustanser Hussain Adeel Farooq Muhammad Akram |
spellingShingle |
Atiq-ur Rehman Mustanser Hussain Adeel Farooq Muhammad Akram Consensus-Based Multi-Person Decision Making with Incomplete Fuzzy Preference Relations Using Product Transitivity Mathematics fuzzy set multi-person decision making (MPDM) fuzzy preference relation (FPR) incomplete fuzzy preference relation (IFPR) product transitivity |
author_facet |
Atiq-ur Rehman Mustanser Hussain Adeel Farooq Muhammad Akram |
author_sort |
Atiq-ur Rehman |
title |
Consensus-Based Multi-Person Decision Making with Incomplete Fuzzy Preference Relations Using Product Transitivity |
title_short |
Consensus-Based Multi-Person Decision Making with Incomplete Fuzzy Preference Relations Using Product Transitivity |
title_full |
Consensus-Based Multi-Person Decision Making with Incomplete Fuzzy Preference Relations Using Product Transitivity |
title_fullStr |
Consensus-Based Multi-Person Decision Making with Incomplete Fuzzy Preference Relations Using Product Transitivity |
title_full_unstemmed |
Consensus-Based Multi-Person Decision Making with Incomplete Fuzzy Preference Relations Using Product Transitivity |
title_sort |
consensus-based multi-person decision making with incomplete fuzzy preference relations using product transitivity |
publisher |
MDPI AG |
series |
Mathematics |
issn |
2227-7390 |
publishDate |
2019-02-01 |
description |
In this paper, a consensus-based method for multi-person decision making (MPDM) using product transitivity with incomplete fuzzy preference relations (IFPRs) is proposed. Additionally, an average aggregation operator has been used at the first level to estimate the missing preference values and construct the complete fuzzy preference relation (FPR). Then it is confirmed to be product consistent by using the transitive closure formula. Following this, weights of decision makers (DMs) are evaluated by merging consistency weights and predefined priority weights (if any). The consistency weights for the DMs are estimated through product consistency investigation of the information provided by each DM. The consensus process determines whether the selection procedure should be initiated or not. The hybrid comprises of a quitting process and feedback mechanism, and is used to enhance the consensus level amongst DMs in case of an inadequate state. The quitting process arises when some DMs decided to leave the course, and is common in MPDM while dealing with a large number of alternatives. The feedback mechanism is the main novelty of the proposed technique which helps the DMs to improve their given preferences based on this consistency. At the end, a numerical example is deliberated to measure the efficiency and applicability of the proposed method after the comparison with some existing models under the same assumptions. The results show that proposed method can offer useful comprehension into the MPDM process. |
topic |
fuzzy set multi-person decision making (MPDM) fuzzy preference relation (FPR) incomplete fuzzy preference relation (IFPR) product transitivity |
url |
https://www.mdpi.com/2227-7390/7/2/185 |
work_keys_str_mv |
AT atiqurrehman consensusbasedmultipersondecisionmakingwithincompletefuzzypreferencerelationsusingproducttransitivity AT mustanserhussain consensusbasedmultipersondecisionmakingwithincompletefuzzypreferencerelationsusingproducttransitivity AT adeelfarooq consensusbasedmultipersondecisionmakingwithincompletefuzzypreferencerelationsusingproducttransitivity AT muhammadakram consensusbasedmultipersondecisionmakingwithincompletefuzzypreferencerelationsusingproducttransitivity |
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