Three-way decision-based conditional probabilities by opinion scores and Bayesian rules in circular-Pythagorean fuzzy sets for developing sustainable smart living framework

Sustainable smart living (SSL) is a crucial component in the emergence of smart cities. These cities offer potential solutions to address pressing urban challenges, including traffic congestion, energy consumption and environmental degradation. Recently, many SSL frameworks have been developed based...

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Main Author: A. Alsattar, Hassan (author)
Other Authors: Qahtan, Sarah (author), Mourad, Nahia (author), Zaidan, A.A. (author), Deveci, Muhammet (author), Jana, Chiranjibe (author), Ding, Weiping (author)
Published: 2023
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Online Access:https://bspace.buid.ac.ae/handle/1234/3077
https://doi.org/10.1016/j.ins.2023.119681.
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author A. Alsattar, Hassan
author2 Qahtan, Sarah
Mourad, Nahia
Zaidan, A.A.
Deveci, Muhammet
Jana, Chiranjibe
Ding, Weiping
author2_role author
author
author
author
author
author
author_facet A. Alsattar, Hassan
Qahtan, Sarah
Mourad, Nahia
Zaidan, A.A.
Deveci, Muhammet
Jana, Chiranjibe
Ding, Weiping
author_role author
dc.creator.none.fl_str_mv A. Alsattar, Hassan
Qahtan, Sarah
Mourad, Nahia
Zaidan, A.A.
Deveci, Muhammet
Jana, Chiranjibe
Ding, Weiping
dc.date.none.fl_str_mv 2023-09-07
2025-05-21T16:10:38Z
2025-05-21T16:10:38Z
dc.identifier.none.fl_str_mv Alsattar, H.A. et al. (2023) “Three-way decision-based conditional probabilities by opinion scores and Bayesian rules in circular-Pythagorean fuzzy sets for developing sustainable smart living framework,” Information Sciences, 649.
0020-0255
https://bspace.buid.ac.ae/handle/1234/3077
https://doi.org/10.1016/j.ins.2023.119681.
dc.language.none.fl_str_mv en_US
dc.publisher.none.fl_str_mv Elsevier
dc.relation.none.fl_str_mv Information Sciencesv649 (202311)
dc.subject.none.fl_str_mv Circular-Pythagorean Fuzzy Sets Conditional Probabilities by Opinion Scores method FWZIC MCDM Sustainable smart living Three-Way Decisions
dc.title.none.fl_str_mv Three-way decision-based conditional probabilities by opinion scores and Bayesian rules in circular-Pythagorean fuzzy sets for developing sustainable smart living framework
dc.type.none.fl_str_mv Article
description Sustainable smart living (SSL) is a crucial component in the emergence of smart cities. These cities offer potential solutions to address pressing urban challenges, including traffic congestion, energy consumption and environmental degradation. Recently, many SSL frameworks have been developed based on multiple factors. However, no framework can simultaneously address all these factors. Furthermore, no research has ranked and graded the identified SSL frameworks to select the most sustainable framework. These are considered challenging tasks. To address these challenges, three-way decisions (TWD) and multicriteria decision-making (MCDM) can serve as a valuable solution for city planners and decision-makers. This study introduces TWD-based MCDM as novel conditional probabilities by opinion scores (CPOS) within the context of circular- Pythagorean fuzzy sets (C-PFSs), namely, C-PFSs-CPOS method, to estimate the conditional probability of each alternative. Additionally, Bayesian decision theory within a C-PFS environ ment is employed to construct the decision thresholds for each alternative. Furthermore, the prioritisation of factors that impact the ranking and grading of SSL frameworks is achieved through the application of the fuzzy-weighted zero-inconsistency (FWZIC) method within a C-PFS environment, namely, C-PFS-FWZIC method. A total of 37 SSL frameworks (alternatives) are evaluated on the basis of 19 assessment factors (criteria) distributed in 4 layers. Results show that six alternatives exhibit a high level of sustainability, as evidenced by their position in the positive region, whereas two alternatives consistently fall within the negative region for all σ values. At σ=0.05, the remaining SSL framework alternatives are positioned within the boundary region. When σ value increases to a range of 0.55–0.59, TWD is transformed into a two-way decision-
id budr_8110b6dd41b126af811ddc6f10d8c033
identifier_str_mv Alsattar, H.A. et al. (2023) “Three-way decision-based conditional probabilities by opinion scores and Bayesian rules in circular-Pythagorean fuzzy sets for developing sustainable smart living framework,” Information Sciences, 649.
0020-0255
language_invalid_str_mv en_US
network_acronym_str budr
network_name_str The British University in Dubai repository
oai_identifier_str oai:bspace.buid.ac.ae:1234/3077
publishDate 2023
publisher.none.fl_str_mv Elsevier
repository.mail.fl_str_mv
repository.name.fl_str_mv
repository_id_str
spelling Three-way decision-based conditional probabilities by opinion scores and Bayesian rules in circular-Pythagorean fuzzy sets for developing sustainable smart living frameworkA. Alsattar, HassanQahtan, SarahMourad, NahiaZaidan, A.A.Deveci, MuhammetJana, ChiranjibeDing, WeipingCircular-Pythagorean Fuzzy Sets Conditional Probabilities by Opinion Scores method FWZIC MCDM Sustainable smart living Three-Way DecisionsSustainable smart living (SSL) is a crucial component in the emergence of smart cities. These cities offer potential solutions to address pressing urban challenges, including traffic congestion, energy consumption and environmental degradation. Recently, many SSL frameworks have been developed based on multiple factors. However, no framework can simultaneously address all these factors. Furthermore, no research has ranked and graded the identified SSL frameworks to select the most sustainable framework. These are considered challenging tasks. To address these challenges, three-way decisions (TWD) and multicriteria decision-making (MCDM) can serve as a valuable solution for city planners and decision-makers. This study introduces TWD-based MCDM as novel conditional probabilities by opinion scores (CPOS) within the context of circular- Pythagorean fuzzy sets (C-PFSs), namely, C-PFSs-CPOS method, to estimate the conditional probability of each alternative. Additionally, Bayesian decision theory within a C-PFS environ ment is employed to construct the decision thresholds for each alternative. Furthermore, the prioritisation of factors that impact the ranking and grading of SSL frameworks is achieved through the application of the fuzzy-weighted zero-inconsistency (FWZIC) method within a C-PFS environment, namely, C-PFS-FWZIC method. A total of 37 SSL frameworks (alternatives) are evaluated on the basis of 19 assessment factors (criteria) distributed in 4 layers. Results show that six alternatives exhibit a high level of sustainability, as evidenced by their position in the positive region, whereas two alternatives consistently fall within the negative region for all σ values. At σ=0.05, the remaining SSL framework alternatives are positioned within the boundary region. When σ value increases to a range of 0.55–0.59, TWD is transformed into a two-way decision-Elsevier2025-05-21T16:10:38Z2025-05-21T16:10:38Z2023-09-07ArticleAlsattar, H.A. et al. (2023) “Three-way decision-based conditional probabilities by opinion scores and Bayesian rules in circular-Pythagorean fuzzy sets for developing sustainable smart living framework,” Information Sciences, 649.0020-0255https://bspace.buid.ac.ae/handle/1234/3077https://doi.org/10.1016/j.ins.2023.119681.en_USInformation Sciencesv649 (202311)oai:bspace.buid.ac.ae:1234/30772026-01-29T16:47:57Z
spellingShingle Three-way decision-based conditional probabilities by opinion scores and Bayesian rules in circular-Pythagorean fuzzy sets for developing sustainable smart living framework
A. Alsattar, Hassan
Circular-Pythagorean Fuzzy Sets Conditional Probabilities by Opinion Scores method FWZIC MCDM Sustainable smart living Three-Way Decisions
title Three-way decision-based conditional probabilities by opinion scores and Bayesian rules in circular-Pythagorean fuzzy sets for developing sustainable smart living framework
title_full Three-way decision-based conditional probabilities by opinion scores and Bayesian rules in circular-Pythagorean fuzzy sets for developing sustainable smart living framework
title_fullStr Three-way decision-based conditional probabilities by opinion scores and Bayesian rules in circular-Pythagorean fuzzy sets for developing sustainable smart living framework
title_full_unstemmed Three-way decision-based conditional probabilities by opinion scores and Bayesian rules in circular-Pythagorean fuzzy sets for developing sustainable smart living framework
title_short Three-way decision-based conditional probabilities by opinion scores and Bayesian rules in circular-Pythagorean fuzzy sets for developing sustainable smart living framework
title_sort Three-way decision-based conditional probabilities by opinion scores and Bayesian rules in circular-Pythagorean fuzzy sets for developing sustainable smart living framework
topic Circular-Pythagorean Fuzzy Sets Conditional Probabilities by Opinion Scores method FWZIC MCDM Sustainable smart living Three-Way Decisions
url https://bspace.buid.ac.ae/handle/1234/3077
https://doi.org/10.1016/j.ins.2023.119681.