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...

Full description

Bibliographic Details
Main Authors: Atiq-ur Rehman, Mustanser Hussain, Adeel Farooq, Muhammad Akram
Format: Article
Language:English
Published: MDPI AG 2019-02-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/7/2/185
id doaj-8ec5d873e23a4c359c5aaf94872fd9bc
record_format Article
spelling 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
_version_ 1724759851544870912