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Tian X, Ma J, Li L, Xu Z, Tang M. Development of prospect theory in decision making with different types of fuzzy sets: A state-of-the-art literature review. Inf Sci (N Y) 2022. [DOI: 10.1016/j.ins.2022.10.016] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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2
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Selection of a solar water heater for large-scale group decision making with hesitant fuzzy linguistic preference relations based on the best-worst method. APPL INTELL 2022. [DOI: 10.1007/s10489-022-03688-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/02/2022]
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3
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Sustainable supplier selection using HF-DEA-FOCUM-MABAC technique: a case study in the Auto-making industry. Soft comput 2022; 26:8821-8840. [PMID: 35677555 PMCID: PMC9164192 DOI: 10.1007/s00500-022-07192-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 04/25/2022] [Indexed: 11/20/2022]
Abstract
The assessment of sustainable supplier is very significant for supply chain management (SCM). The procedure of sustainable supplier selection (SSS) is a complex process for decision experts (DEs) due to the association of diverse qualitative and quantitative attributes. As the uncertainty is usually ensued in the SSS and hesitant fuzzy set (HFS), an extension of fuzzy set (FS) has been demonstrated as one of the effective ways to treat the uncertain information in realistic problems. The objective of this paper is to propose an integrated hesitant fuzzy–data envelopment analysis (DEA)–full consistency method (FOCUM)–multi attribute border approximation area comparison (MABAC) method called HF-DEA-FUCOM-MABAC framework to assess the multi-attribute decision-making (MADM) problems on HFSs settings. In this line, first, the efficient alternatives are chosen using the DEA method. Second, The FUCOM is used to compute the subjective weight of attributes. Third, The HF-MABAC method is presented to prioritize the alternatives in an MADM problem. In the following, a case study of SSS problem for an Auto-making company is taken to show the practicality and utility of the presented approach. Next, we present a sensitivity investigation with different attribute weights set to observe the steadiness of the presented approach. Finally, we draw attention toward a comparison between presented approach with the extant HF-FOCUM-TOPSIS model to show its advantage and potency as well.
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4
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Alattas K, Wu Q. A framework to evaluate the barriers for adopting the internet of medical things using the extended generalized TODIM method under the hesitant fuzzy environment. APPL INTELL 2022. [DOI: 10.1007/s10489-021-03078-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
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5
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Wang X, Wang H, Xu Z, Ren Z. Green supplier selection based on probabilistic dual hesitant fuzzy sets: A process integrating best worst method and superiority and inferiority ranking. APPL INTELL 2021. [DOI: 10.1007/s10489-021-02821-5] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
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6
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Liu F, Zhang JW, Luo ZH. Group decision support model based on sequential additive complementary pairwise comparisons. APPL INTELL 2021. [DOI: 10.1007/s10489-021-02248-y] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
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7
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Zhou W, Liu M, Xu Z, Herrera-Viedma E. Global fusion of multiple order relations and hesitant fuzzy decision analysis. APPL INTELL 2021. [DOI: 10.1007/s10489-021-02689-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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8
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Lina W, Zeshui X. The risk evaluation of PPP projects: A technique based on probabilistic linguistic terms with weakened hedges. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS 2021. [DOI: 10.3233/jifs-210101] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Risk management is a significant part of the success of a public-private partnership (PPP) project. There are four phrases for the process of risk management: Constructing a risk management environment, identifying risk factors, evaluating risk factors, and allocating risk factors. After identifying risk factors, it is imperative to analyze and evaluate critical risk factors, which can help participants formulate strategies to allocate risk factors, and thus alleviate the possible adverse results. The objectives of analyzing and evaluating risk factors focus on two aspects: The possibilities of risk occurrence and the degrees of risk loss. On behalf of determining the critical risk factors effectively, we take the probability degree and linguistic expressions into consideration to manifest experts’ perspectives. We consider critical risk factors in terms of the probabilistic linguistic terms with weakened hedges from the evidential reasoning approach view. The linguistic terms with weakened hedges are applied to express the degree of risk risk loss, and the possibilities of risk occurrence collect from the probabilities of linguistic terms with weakened hedges. First, the commonality function and plausibility function are applied to correct the possibilities of risk occurrence for linguistic terms with weakened hedges. Next, we build a risk evaluation model from experts’ risk propensity and risk perceptions. Moreover, a case study of the risk analyzing and evaluating process of a PPP project is applied to illustrate the availability and effectiveness of the proposed model. We contrast the introduced model with other approaches. Finally, the advantages of this model intend to improve the linguistic terms with weakened hedges for the probabilistic linguistic terms with weakened hedges and evaluate risk factors considering the evidence reasoning approach.
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Affiliation(s)
- Wang Lina
- School of Economics and Management, Southeast University, Nanjing, Jiangsu, China
| | - Xu Zeshui
- School of Economics and Management, Southeast University, Nanjing, Jiangsu, China
- School of Business, Sichuan University, Chengdu, Sichuan, China
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9
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A new interval type-2 trapezoid fuzzy multi-attribute group decision-making method and its application to the evaluation of sponge city construction. Artif Intell Rev 2021. [DOI: 10.1007/s10462-021-10022-2] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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10
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Zhang S, Meng F. A group decision making method with intuitionistic triangular fuzzy preference relations and its application. APPL INTELL 2021. [DOI: 10.1007/s10489-020-01879-x] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/23/2022]
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11
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Some new hybrid hesitant fuzzy weighted aggregation operators based on Archimedean and Dombi operations for multi-attribute decision making. Neural Comput Appl 2021. [DOI: 10.1007/s00521-020-05623-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
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12
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Cheng Y, Li Y, Yang J. Multi-attribute decision-making method based on a novel distance measure of linguistic intuitionistic fuzzy sets. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS 2021. [DOI: 10.3233/jifs-201429] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
Linguistic intuitionistic fuzzy sets can qualitatively rather than quantitatively express data in the form of membership degree. But quantitative tools are required to handle qualitative information. Therefore, an improved linguistic scale function, which can more accurately manifest the subjective feelings of decision-makers, is employed to deal with linguistic intuitionistic information. Subsequently, due to some commonly used distance measures do not comprehensively evaluate the information of linguistic intuitionistic fuzzy sets, an improved distance measure of linguistic intuitionistic fuzzy sets is designed. It considers the cross-evaluation information to get more realistic reasoning results. In addition, a new similarity measure defined by nonlinear Gaussian diffusion model is proposed, which can provide different response scales for different information between various schemes. The properties of these measures are also studied in detail. On this basis, a method in linguistic intuitionistic fuzzy environment is developed to handle multi-attribute decision-making problems. Finally, an illustrative example is given to demonstrate the effectiveness of the proposed method and the influence of the parameters is analyzed.
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Affiliation(s)
- Yali Cheng
- School of Science / Key Lab of Intelligent Analysis and Decision on Complex Systems, Chongqing University of Posts andTelecommunications, Chongqing, China
| | - Yonghong Li
- School of Science / Key Lab of Intelligent Analysis and Decision on Complex Systems, Chongqing University of Posts andTelecommunications, Chongqing, China
| | - Jie Yang
- School of Science / Key Lab of Intelligent Analysis and Decision on Complex Systems, Chongqing University of Posts andTelecommunications, Chongqing, China
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13
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Chen Y, Jin Y, Sun X. Language model based interactive estimation of distribution algorithm. Knowl Based Syst 2020. [DOI: 10.1016/j.knosys.2020.105980] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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14
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Morente-Molinera J, Cabrerizo F, Mezei J, Carlsson C, Herrera-Viedma E. A dynamic group decision making process for high number of alternatives using hesitant Fuzzy Ontologies and sentiment analysis. Knowl Based Syst 2020. [DOI: 10.1016/j.knosys.2020.105657] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
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15
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Lu Y, Xu Y, Qu S, Xu Z, Ma G, Li Z. Multiattribute social network matching with unknown weight and different risk preference. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS 2020. [DOI: 10.3233/jifs-182535] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Affiliation(s)
- Yanling Lu
- Business School, Hohai University, Nanjing, China
- Business School, University of Shanghai for Science and Technology, Shanghai, China
| | - Yejun Xu
- Business School, Hohai University, Nanjing, China
| | - Shaojian Qu
- Business School, University of Shanghai for Science and Technology, Shanghai, China
- School of Management Science and Engineering, Nanjing University of Information Science and Technology, Nanjing, China
| | - Zeshui Xu
- Business School, Sichuan University, Chengdu, China
| | - Gang Ma
- Business School, University of Shanghai for Science and Technology, Shanghai, China
| | - Ziwei Li
- China Railway Construction Bridge Engineering Bureau Group CO., LTD, Yinchuan, China
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16
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A new multiple attribute decision making method for selecting design schemes in sponge city construction with trapezoidal interval type-2 fuzzy information. APPL INTELL 2020. [DOI: 10.1007/s10489-019-01608-z] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
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17
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Xu X, Zhang Q, Chen X. Consensus-based non-cooperative behaviors management in large-group emergency decision-making considering experts’ trust relations and preference risks. Knowl Based Syst 2020. [DOI: 10.1016/j.knosys.2019.105108] [Citation(s) in RCA: 45] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/26/2022]
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18
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Vaishya R, Javaid M, Haleem A, Khan I, Vaish A. Extending capabilities of artificial intelligence for decision-making and healthcare education. APOLLO MEDICINE 2020. [DOI: 10.4103/am.am_10_20] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
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19
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20
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Wei C, Wu J. TODIM method for probabilistic linguistic multiple attribute group decision making based on the similarity measures and entropy. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS 2019. [DOI: 10.3233/jifs-191164] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Affiliation(s)
- Cun Wei
- School of Statistics, Southwestern University of Finance and Economics, Chengdu, P.R. China
| | - Jiang Wu
- School of Statistics, Southwestern University of Finance and Economics, Chengdu, P.R. China
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21
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Li H, Su L, Cao Y, Lv L. A pythagorean fuzzy TOPSIS method based on similarity measure and its application to project delivery system selection. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS 2019. [DOI: 10.3233/jifs-181690] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Affiliation(s)
- Huimin Li
- Department of Construction Engineering and Management, North China University of Water Resources and Electric Power, Zhengzhou, China
| | - Limin Su
- School of Management and Economics, North China University of Water Resources and Electric Power, Zhengzhou, China
| | - Yongchao Cao
- Department of Construction Engineering and Management, North China University of Water Resources and Electric Power, Zhengzhou, China
| | - Lelin Lv
- Department of Construction Engineering and Management, North China University of Water Resources and Electric Power, Zhengzhou, China
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22
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Xu X, Wang L, Chen X, Liu B. Large group emergency decision-making method with linguistic risk appetites based on criteria mining. Knowl Based Syst 2019. [DOI: 10.1016/j.knosys.2019.07.020] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
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23
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Donghai L, Yuanyuan L, Xiaohong C. The new similarity measure and distance measure between hesitant fuzzy linguistic term sets and their application in multi-criteria decision making. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS 2019. [DOI: 10.3233/jifs-181886] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Affiliation(s)
- Liu Donghai
- Department of Statistics, Hunan University of Science and Technology, Hunan, China
| | - Liu Yuanyuan
- Department of Statistics, Hunan University of Science and Technology, Hunan, China
| | - Chen Xiaohong
- Mobile E-business Collaborative Innovation Center of Hunan Province, Hunan University of Commerce, Hunan, China
- Business School, Central South university, Hunan, China
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24
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Ma G, Tan S, Shang S. The Evaluation of Building Fire Emergency Response Capability Based on the CMM. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:ijerph16111962. [PMID: 31163571 PMCID: PMC6603904 DOI: 10.3390/ijerph16111962] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 04/19/2019] [Revised: 05/20/2019] [Accepted: 05/21/2019] [Indexed: 11/17/2022]
Abstract
The construction of smart cities is a theme of urban development, and building fires greatly threaten public safety and urban environmental governance, in which fire emergency management is one of the key factors. However, most studies on the evaluation of emergency response capacity ignore the process of improvement, as well as the intelligence and practicality of the results. The evaluation system of building fire emergency response capability maturity (FE-CMM) was innovatively proposed based on the capability maturity model (CMM), including the evaluation index, evaluation grade, evaluation method, and evaluation process. At the same time, a plug-in for evaluating fire emergency response capability was developed based on the building information modeling (BIM) platform. Finally, an empirical study was carried out in combination with the case of a district fire center. The research demonstrates that the evaluation system can effectively judge the maturity of fire emergency response capability, and the established plug-in can preliminarily realize the intelligent evaluation of building fire emergency response capability, which improves the practice and intelligence of the fire emergency response capability evaluation system when fully considering the process of improvement. It has guiding significance for ex ante control and refined management of building fires, thus providing support for urban public safety and environmental governance.
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Affiliation(s)
- Guofeng Ma
- School of Economics and Management, Tongji University, Shanghai 200092, China.
| | - Sheng Tan
- School of Economics and Management, Tongji University, Shanghai 200092, China.
| | - Shanshan Shang
- School of International Business Management, Shanghai International Studies University, Shanghai 201620, China.
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25
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Multi-objective fixed-charge solid transportation problem with product blending under intuitionistic fuzzy environment. APPL INTELL 2019. [DOI: 10.1007/s10489-019-01466-9] [Citation(s) in RCA: 37] [Impact Index Per Article: 7.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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26
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Application of the Fuzzy CODAS Method Based on Fuzzy Envelopes for Hesitant Fuzzy Linguistic Term Sets: A Case Study on a Personnel Selection Problem. Symmetry (Basel) 2019. [DOI: 10.3390/sym11040493] [Citation(s) in RCA: 42] [Impact Index Per Article: 8.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
Fuzzy multi-criteria decision-making (MCDM) methods are useful and reliable for multi-criteria selection problems under uncertain and imprecise situations. In these methods, if decision-makers hesitate among several linguistic terms, hesitant fuzzy linguistic term sets (HFLTSs), represented by a set of successive linguistic terms instead of single linguistic terms, may be more appropriate to make evaluations. The notion of a fuzzy envelope for the HFLTSs is a beneficial tool that can be directly applied to fuzzy MCDM methods to elicit comparative linguistic expressions (CLEs). The aim of this study is to present a methodology that combines the fuzzy CODAS (COmbinative Distance-based Assessment) method with the fuzzy envelope of HFLTs based on CLEs to solve a personnel selection problem. In order to examine the feasibility of the presented methodology, a case study on blue-collar personnel selection in a manufacturing firm is conducted. A sensitivity analysis is performed to demonstrate the stability and validity of the ranking results. Furthermore, the ranking results of the presented methodology are compared with various fuzzy MCDM methods, including fuzzy EDAS, fuzzy TOPSIS, fuzzy WASPAS, fuzzy ARAS, and fuzzy COPRAS. The results show that the presented methodology is efficient and stable for solving personnel selection problems in a hesitant fuzzy environment.
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27
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A Group Decision Making Approach Considering Self-confidence Behaviors and Its Application in Environmental Pollution Emergency Management. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2019; 16:ijerph16030385. [PMID: 30700047 PMCID: PMC6388219 DOI: 10.3390/ijerph16030385] [Citation(s) in RCA: 22] [Impact Index Per Article: 4.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 12/01/2018] [Revised: 01/20/2019] [Accepted: 01/25/2019] [Indexed: 11/16/2022]
Abstract
Self-confidence as one of the human psychological behaviors has important influence on emergency management decision making, which has been ignored in existing methods. To fill this gap, we dedicate to design a group decision making approach considering self-confidence behaviors and apply it to the environmental pollution emergency management. In the proposed method, the self-confident fuzzy preference relations are utilized to express experts’ evaluations. This new type of preference relations allow experts to express multiple self-confidence levels when providing their evaluations, which can deal with the self-confidence of them well. To apply the proposed group decision making method to environmental pollution emergency management, a novel determination of the decision weights of experts is given combining the subjective and objective weights. The subjective weight can be directly assigned by organizer, while the objective weight is determined by the self-confidence degree of experts on their evaluations. Afterwards, by utilizing the weighted averaging operator, the individuals’ evaluations can be aggregated into a collective one. To do that, some operational laws for self-confident fuzzy preference relations are introduced. And then, a self-confidence score function is designed to get the best solution for environmental pollution emergency management. Finally, some analyses and discussions show that the proposed method is feasible and effective.
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28
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Xue M, Fu C, Feng NP, Lu GY, Chang WJ, Yang SL. Evaluation of supplier performance of high-speed train based on multi-stage multi-criteria decision-making method. Knowl Based Syst 2018. [DOI: 10.1016/j.knosys.2018.07.013] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
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29
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A multi-criteria evaluation approach in navigation technique for micro-jet for damage & need assessment in disaster response scenarios. Knowl Based Syst 2018. [DOI: 10.1016/j.knosys.2018.09.016] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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30
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The New Similarity Measure and Distance Measure of a Hesitant Fuzzy Linguistic Term Set Based on a Linguistic Scale Function. Symmetry (Basel) 2018. [DOI: 10.3390/sym10090367] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
The existing cosine similarity measure for hesitant fuzzy linguistic term sets (HFLTSs) has an impediment as it does not satisfy the axiom of similarity measure. Due to this disadvantage, a new similarity measure combining the existing cosine similarity measure and the Euclidean distance measure of HFLTSs is proposed, which is constructed based on a linguistic scale function; the related properties are also given. According to the relationship between the distance measure and the similarity measure, a corresponding distance measure between HFLTSs is obtained. Furthermore, we generalize the technique for order preference by similarity to an ideal solution (TOPSIS) method to the obtained distance measure of the HFLTSs. The principal advantages of the proposed method are that it cannot only effectively transform linguistic information in different semantic environments, but it can also avoid the shortcomings of existing the cosine similarity measure. Finally, a case study is conducted to illustrate the feasibility and effectiveness of the proposed method, which is compared to the existing methods.
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Zhang N, Gong Z, Yin K, Wang Y. Special Issue "Decision Models in Green Growth and Sustainable Development". INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2018; 15:ijerph15061093. [PMID: 29843411 PMCID: PMC6025568 DOI: 10.3390/ijerph15061093] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 05/09/2018] [Revised: 05/09/2018] [Accepted: 05/15/2018] [Indexed: 12/01/2022]
Affiliation(s)
- Ning Zhang
- School of Management Science and Engineering, Nanjing University of Information Science and Technology, Nanjing 210044, China.
| | - Zaiwu Gong
- School of Management Science and Engineering, Nanjing University of Information Science and Technology, Nanjing 210044, China.
- Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disasters, Nanjing 210044, China.
| | - Kedong Yin
- School of Economics, Ocean University of China, Qingdao 266100, Shandong, China.
- Institute of Marine Development, Ocean University of China, Qingdao 266100, Shandong, China.
| | - Yuhong Wang
- School of Business, Jiangnan University, Wuxi 214122, Jiangsu, China.
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