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Distributed Linguistic Representations in Decision Making: Taxonomy, Key Elements and Applications, and Challenges in Data Science and Explainable Artificial Intelligence [article]

Yuzhu Wu, Zhen Zhang, Gang Kou, Hengjie Zhang, Xiangrui Chao, Cong-Cong Li, Yucheng Dong, Francisco Herrera
2020 arXiv   pre-print
Distributed linguistic representations are powerful tools for modelling the uncertainty and complexity of preference information in linguistic decision making.  ...  To provide a comprehensive perspective on the development of distributed linguistic representations in decision making, we present the taxonomy of existing distributed linguistic representations.  ...  Zhen-Song Chen (Wuhan University) for their valuable suggestions to improve this review.  ... 
arXiv:2008.01499v2 fatcat:ivmvmoqjyrgdvmigbjz5ilgbbe

A consensus model for large scale using hesitant information

R.M. Rodríguez, L. Martínez, G. De Tré
2018 Data Science and Knowledge Engineering for Sensing Decision Support  
research in general and for complex engineering and decision support systems.  ...  Preface FLINS, an acronym originally for Fuzzy Logic and Intelligent Technologies in Nuclear Science, was launched in 1994 by an internationally reputed researcher Prof.  ...  Linguistic preference relation and its application in group decision making Xinzi Li, Hongyue Diao, Li Yao and Li Zou 182 Managing consensus with an established goal in the DG model with an undirected  ... 
doi:10.1142/9789813273238_0027 fatcat:jpdsghdayfehdmwuuzpgh7vu44

A Target-Oriented Multiple-Attribute Decision-Making Approach Based on Probabilistic Linguistic Preference Relations

Chun-Hao Li, Hui-Xin Ma, Yan-Hui Jia, Mingwei Lin
2021 Mathematical Problems in Engineering  
While the approach to multiple-attribute decision-making (MADM) is widely used in a variety of fields, including models with fuzzy sets and corresponding extensions, it cannot solve target-oriented decision  ...  In this determination of comprehensive values, a parameter estimation model is also established, with its input assumed to be the pairwise comparison judgment matrix with probabilistic linguistic preference  ...  Particularly, Xu et al. proposed a methodology based on LPR for effectively expressing and fusing incomplete linguistic information in large-group emergency decision-making [19] .  ... 
doi:10.1155/2021/6695059 fatcat:sbl3q7v2nvbg3ox7b7z2jaqtoa

A Possibility Distribution Based Multi-Criteria Decision Algorithm for Resilient Supplier Selection Problems [article]

Dizuo Jiang, Md Mahmudul Hassan, Tasnim Ibn Faiz, Md. Noor-E-Alam
2019 arXiv   pre-print
classical optimization approaches.  ...  However, prior research focusing on MCDA based supplier selection problem has been lacking in the ability to provide a seamless integration of numerical and linguistic evaluation criteria along with the  ...  With these advances, Garg and Nancy investigated SVNS theory with Multi-Attribute group Decision Making framework to simultaneously consider priority of attributes and uncertainty in linguistic term.  ... 
arXiv:1806.01650v2 fatcat:iqm7x47qffgwvd5rgjeodqooqu

Failure Mode and Effect Analysis in a Linguistic Context: A Consensus-Based Multiattribute Group Decision-Making Approach

Hengjie Zhang, Yucheng Dong, Ivan Palomares-Carrascosa, Haiwei Zhou
2018 IEEE Transactions on Reliability  
Thus, this study proposes a consensus-based group decision-making framework for FMEA with the aim of classifying FMs into several ordinal risk classes in which we assumed that FMEA participants provide  ...  their preferences in a linguistic way using possibilistic hesitant fuzzy linguistic information.  ...  , and an optimization-based model with minimum information loss was constructed to support achievement of consensus.  ... 
doi:10.1109/tr.2018.2869787 fatcat:fkwe5s2kcnhl7jtcrlpmjephpi

Adaptive semi-supervised consensus model for multi-criteria large group decision making in a linguistic setting

Ivan Palomares, Hamza Sellak, Brahim Ouhbi, Bouchra Frikh
2017 2017 12th International Conference on Intelligent Systems and Knowledge Engineering (ISKE)  
Adaptive semi-supervised consensus model for multi-criteria large group decision making in a linguistic setting.  ...  Hesitant Fuzzy Linguistic Preferential Information In linguistic decision making contexts, DMs may sometimes hesitate in choosing a single linguistic term s h ∈ S to provide an assessment.  ...  We also plan to extend our work to (1) study consistency of comparative linguistic preferences; (2) deal with situations of incompleteness when some decision makers may not provide all assessments on alternatives  ... 
doi:10.1109/iske.2017.8258801 dblp:conf/iske/PalomaresSOF17 fatcat:7wuzhi24lrc3dg56cj4w5fpt44

A New Distance-Based Consensus Reaching Model for Multi-Attribute Group Decision-Making with Linguistic Distribution Assessments

Shengbao Yao
2018 International Journal of Computational Intelligence Systems  
A B S T R A C T This paper proposes a novel consensus reaching model for multi-attribute group decision making (MAGDM) with information represented by means of linguistic distribution assessments.  ...  Then, a novel consensus reaching model is developed for MAGDM with linguistic distribution assessment, in which a feedback mechanism is devised by combining an identification rule and an optimization-based  ...  ACKNOWLEDGMENTS The authors are very grateful to the editor and the anonymous reviewers for their insightful and constructive comments and suggestions that have led to an improved version of this paper  ... 
doi:10.2991/ijcis.2018.125905656 fatcat:ddmqymwejfciflvlfdpkld3dru

Gresilient supplier selection through Fuzzy Ordinal Priority Approach: decision-making in post-COVID era

Amin Mahmoudi, Saad Ahmed Javed, Abbas Mardani
2021 Operations Management Research  
The study aims to develop an innovative decision-making technology to handle the supplier selection problems arising from the frequent impreciseness and incompleteness in the nowadays' SC reports within  ...  It also provides an innovative SC decision-making technology to help procurement managers to evaluate their suppliers.  ...  Acknowledgement The authors extend their gratitude to Professor Witold Pedrycz from the University of Alberta, Canada, for his valuable comments on an earlier draft of the manuscript.  ... 
doi:10.1007/s12063-021-00178-z fatcat:73b45svng5b7lkujiyhvfxobbi

Environmental, Social and Governance Investing Assessment under Incomplete Information by the Power Aggregation Model on Probabilistic Linguistic Terms

Zhihong Yi, Hongquan Li
2021 IEEE Access  
ACKNOWLEDGEMENT The authors are very grateful to the anonymous reviewers for the intriguing and illuminating revising comments.  ...  fusing opinions in group decision making.  ...  Then, we propose an aggregation based method for multiattribute group decision making(MAGDM) with incomplete weighting information, using probabilistic linguistic information, which can be applied for  ... 
doi:10.1109/access.2021.3108422 fatcat:7renmli5ija2rak5l7kmxexypu

Managing multi-granularity linguistic information in qualitative group decision making: an overview

Zeshui Xu, Hai Wang
2015 Granular Computing  
Linguistic term sets are usually preferred to represent evaluations and preferences in qualitative group decision making (QGDM).  ...  , decision making processes and the applications.  ...  Acknowledgments The authors thank Editor-in-Chief and two anonymous reviewers for their helpful comments and suggestions, which have led to an improved version of this paper.  ... 
doi:10.1007/s41066-015-0006-x fatcat:yr4dagusnvey7hgu4jgggofuxi

A Heterogeneous Multiattribute Group Decision-Making Method Based on Intuitionistic Triangular Fuzzy Information

Jun Xu, Jiu-Ying Dong, Shu-Ping Wan, De-Yan Yang, Yi-Feng Zeng
2019 Complexity  
How to aggregate decision information in heterogeneous multiattribute group decision making (HMAGDM) is vital.  ...  The aim of this paper is to develop an approach to aggregating decision data into intuitionistic triangular fuzzy numbers (ITFNs) for heterogeneous MAGDM problems with real numbers (RNs), interval numbers  ...  , trapezoidal fuzzy numbers (TrFNs), and linguistic values (LVs), called heterogeneous multiattribute group decision making (HMAGDM) problems [4] .  ... 
doi:10.1155/2019/9846582 fatcat:twvlqepu3fe2pjheg3x4dsog3m

An Invistigation About The Fuzzy Logic Aplications In Construction Management

Latif Onur UĞUR, Umut Naci BAYKAN
2016 Düzce Üniversitesi Bilim ve Teknoloji Dergisi  
By this way tried to have an idea about the usifulness and practicability of fuzzy logic in the area of CM.  ...  It's confirmed that the applications in this area before, scattered in four main categories, including: decision making, performance, evaluation/assessment; and modeling.  ...  In addition to use of linguistic variables, it is able to offer a qualitative method.  Optimization techniques with FL approach would develop decision-making skills in the construction industry.  An  ... 
doaj:b7ae5c1c5d2f443ab948e80331da6f9a fatcat:3wraewzncbhmtdcam2zda5sbi4

A Multi-Criteria Group Decision-Making Approach Based on Improved BWM and MULTIMOORA with Normal Wiggly Hesitant Fuzzy Information

Chengxiu Yang, Qianzhe Wang, Weidong Peng, Jie Zhu
2020 International Journal of Computational Intelligence Systems  
group decision-making (MCGDM) problems are widespread in real life.  ...  After fusing the individual evaluation matrices, the NWHF-ranking position method is put forward to develop the group MULTIMOORA method, which can be determined by the final decision results.  ...  The Group MULTIMOORA with NWHF-Ranking Position Method Brauers and Zavadskas [31] first came up with the MULTI-MOORA method to deal with the decision-making problem.  ... 
doi:10.2991/ijcis.d.200325.001 fatcat:2v6gr7z4bfc7pa44uym5cqwueq

Resilient Supplier Selection in Logistics 4.0 with Heterogeneous Information [article]

Md Mahmudul Hassan, Dizuo Jiang, A. M. M. Sharif Ullah, Md. Noor-E-Alam
2019 arXiv   pre-print
However, research based on Fuzzy Multi-Attribute Decision Making (F-MADM) approach in ranking resilient suppliers in logistic 4 is still in its infancy.  ...  to process while making decisions.  ...  Multi-choice Goal Programming (MCGP)-a viable approach in this regard-can successfully be integrated with F-MADM based DSS to devise an optimal order allocation plan (Liao & Kao, 2011) .  ... 
arXiv:1904.09837v3 fatcat:tyy3szziizfczagxjy2a5kk4fy

On the use of aggregation operations in information fusion processes

Didier Dubois, Henri Prade
2004 Fuzzy sets and systems (Print)  
Several kinds of membership functions can be useful according to the nature of the information to be merged: numerical vs. ordinal inputs, preferences vs. uncertain data, observations vs. constraints.  ...  The aim of this discussion is to suggest directions for putting at work the results of recent mathematical investigations in the structure of aggregation operations.  ...  Bellman and Zadeh's approach to decision-making in a fuzzy environment [3] strongly departs from the tradition of compensatory operations in preference merging, by proposing a fusion of preference proÿles  ... 
doi:10.1016/j.fss.2003.10.038 fatcat:txpib2dglnby7blqtq25klcli4
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