Publications

In progress

Z.X. Zhang, Liang Wang, Ying-Ming Wang, Luis Martínez A novel alpha-level sets based fuzzy DEMATEL method considering experts’ hesitant information
Expert Systems with Applications, p. 118925.
 Supplementary files:
LeSheng Jin, Zhen-Song Chen, Witold Pedrycz, Tapan Senapati, Boris Yatsalo, Radko Mesiar, Gleb Beliakov, Luis Martínez Aggregation of Basic Uncertain Information With Two-Step Aggregation Frame
IEEE Transactions on Emerging Topics in Computational Intelligence, pp. 1-8.
 Supplementary files:
Pavel Anselmo Alvarez, Cuitláhuac Valdez, Bapi Dutta Analysis of the innovation capacity of Mexican regions with the multiple criteria hierarchy process
Socio-Economic Planning Sciences.
 Supplementary files:
Jian-Peng Chang, Zhen-Song Chen, Zhu-Jun Wang, LeSheng Jin, Witold Pedrycz, Luis Martínez, Miroslaw J. Skibniewski Assessing the Spatial Synergy Between Integrated Urban Rail Transit System and Urban Form: A BULI-Based MCLSGA Model With Wisdom of Crowds
IEEE Transactions on Fuzzy Systems, vol. 31, no. 2, pp. 434-448.
 Supplementary files:
Swati Rani Hait, Bapi Dutta, Debashree Guha, Debjani Chakraborty Improved Bonferroni mean operator to apprehend graph based data interconnections with application to the Hacker Attack system
Information Sciences.
 Supplementary files:
Ying-Ming Wang, Xiang Jia, Hui-Hui Song, Luis Martínez Improving consistency based on regret theory: A multi-attribute group decision making method with linguistic distribution assessments
Expert Systems with Applications, p. 119748.
 Supplementary files:
Zhen-Song Chen, Sheng Wu, Kannan Govindan, Xian-Jia Wang, Kwai-Sang Chin, Luis Martínez Optimal pricing decision in a multi-channel supply chain with a revenue-sharing contract
ANNALS OF OPERATIONS RESEARCH.
 Supplementary files:
Tapan Senapati, Luis Martínez, Guiyun Chen Selection of Appropriate Global Partner for Companies Using q-Rung Orthopair Fuzzy Aczel—Alsina Average Aggregation Operators
International Journal of Fuzzy Systems.
 online_1.pdf1.37 MB Supplementary files:

2024

Kuo Pang, Luis Martínez, Nan Li, Jun Liu, Li Zou, Mingyu Lu A concept lattice-based expert opinion aggregation method for multi-attribute group decision-making with linguistic information
Expert Systems with Applications, vol. 237, p. 121485, 2024.
 1-s2.0-S0957417423019875-main.pdf2.67 MB Supplementary files:
Muhammet Deveci, Dragan Pamucar, Ilgin Gokasar, Luis Martínez, Mario Köppen, Witold Pedrycz Accelerating the integration of the metaverse into urban transportation using fuzzy trigonometric based decision making
Engineering Applications of Artificial Intelligence, vol. 127, p. 107242, 2024.
 Supplementary files:
Yingfang Li, XingXing He, Luis Martínez, Jiafeng Zhang, Danchen Wang, Xueqin Amy Liu Comparative analysis of three categories of multi-criteria decision-making methods
Expert Systems with Applications, vol. 238, p. 121824, 2024.
 Supplementary files:
Hassan A. Alsattar, Sarah Qahtan, Aws Alaa Zaidan, Muhammet Deveci, Luis Martínez, Dragan Pamucar, Witold Pedrycz Developing deep transfer and machine learning models of chest X-ray for diagnosing COVID-19 cases using probabilistic single-valued neutrosophic hesitant fuzzy
Expert Systems with Applications, vol. 236, p. 121300, 2024.
 Supplementary files:
Hui-Hui Song, Bapi Dutta, Diego García-Zamora, Ying-Ming Wang, Luis Martínez Managing non-cooperative behaviors in consensus reaching process: A novel multi-stage linguistic LSGDM framework
Expert Systems with Applications, vol. 240, p. 122555, 2024.
 Supplementary files:
Yaya Liu, Lina Zhu, Rosa María Rodríguez, Luis Martínez Personalized fuzzy semantic model of PHFLTS: Application to linguistic group decision making
Information Fusion, vol. 103, p. 102118, 2024.
 Supplementary files:

2023

Hui Cui, Ansheng Deng, Guanli Yue, Li Zou, Luis Martínez "The linguistic concept's reduction methods under symmetric linguistic-evaluation information"
"Symmetry (Basel)", vol. 15, p. "813", 2023.
 symmetry-15-00813.pdf350.08 KB Supplementary files:
Sarah Qahtan, Hassan A. Alsattar, Aws Alaa Zaidan, Muhammet Deveci, Dragan Pamucar, Luis Martínez A comparative study of evaluating and benchmarking sign language recognition system-based wearable sensory devices using a single fuzzy set
Knowledge-Based Systems, vol. 269, p. 110519, 2023.
 Publicado_1-s2.0-S0950705123002691-main.pdf1.22 MB Supplementary files:
Diego García-Zamora, Bapi Dutta, Álvaro Labella, Luis Martínez A Fuzzy-set based formulation for minimum cost consensus models
Computers & Industrial Engineering, vol. 181, p. 109295, 2023.
 Supplementary files:
Luis Martínez, Hasan Dinçer, Serhat Yüksel A hybrid decision making approach for new service development process of renewable energy investment
Applied Soft Computing, vol. 133, p. 109897, 2023.
 1-s2.0-S1568494622009462-main_0.pdf1.23 MB Supplementary files:
Ying-Ming Wang, Shi-Fan He, Diego García-Zamora, Xiao-Hong Pan, Luis Martínez A Large Scale Group Three-Way Decision-based consensus model for site selection of New Energy Vehicle charging stations
Expert Systems with Applications, vol. 214, p. 119107, 2023.
 Supplementary files:
Xiaoyu Ma, Jindong Qin, Luis Martínez, Witold Pedrycz A linguistic information granulation model based on best-worst method in decision making problems
Information Fusion, vol. 89, pp. 201-227, 2023.
 INFUS_2023_bwm_Granulation_compressed3.pdf984.92 KB Supplementary files:
Diego García-Zamora, Álvaro Labella, Rosa María Rodríguez, Luis Martínez A Linguistic Metric for Consensus Reaching Processes based on ELICIT Comprehensive Minimum Cost Consensus Models
IEEE Transactions on Fuzzy Systems., vol. 31, no. 5, pp. 1676 - 1688, 2023.
 Supplementary files:
Wen-Chang Zou, Shuping Wan, Jiuying Dong, Luis Martínez A new social network driven consensus reaching process for multi-criteria group decision making with probabilistic linguistic information
Information Sciences, vol. 632, pp. 467-502, 2023.
 Supplementary files:
Jinxing Zhu, Xueling Ma, Luis Martínez, Jianming Zhan A Probabilistic Linguistic Three-Way Decision Method With Regret Theory via Fuzzy c-Means Clustering Algorithm
IEEE Transactions on Fuzzy Systems, vol. 31, pp. 2821-2835, 2023.
 Supplementary files:
Yuanyuan Liang, Yanbing Ju, Peiwu Dong, Xiao-Jun Zeng, Luis Martínez, Jinhua Dong, Aihua Wang A sentiment analysis-based two-stage consensus model of large-scale group with core-periphery structure
Information Sciences, vol. 622, pp. 808-841, 2023.
 Supplementary files:
Jianming Zhan, Jiang Deng, Z.S Xu, Luis Martínez A three-way decision methodology with regret theory via triangular fuzzy numbers in incomplete multi-scale decision information systems
IEEE Transactions on Fuzzy Systems, vol. 31, no. 8, pp. 2773-2787, 2023.
 Supplementary files:
Zhen Hua, Xiaochuan Jing, Luis Martínez An ELICIT information-based ORESTE method for failure mode and effect analysis considering risk correlation with GRA-DEMATEL
Information Fusion, vol. 93, pp. 396-411, 2023.
 Supplementary files:
Chiranjibe Jana, Amir Mohamadghasemi, Madhumangal Pal, Luis Martínez An improvement to the interval type-2 fuzzy VIKOR method
Knowledge-Based Systems, vol. 280, p. 111055, 2023.
 Supplementary files:
Xiao-Hong Pan, Ying-Ming Wang, Shi-Fan He, Álvaro Labella, Luis Martínez An interval type-2 fuzzy ORESTE method for waste-to-energy plant site selection: A case study in China
Applied Soft Computing, vol. 136, p. 110092, 2023.
 Supplementary files:
Jindong Qin, Luis Martínez, Witold Pedrycz, Xiaoyu Ma, Yingying Liang An overview of granular computing in decision-making: Extensions, applications, and challenges
Information Fusion, vol. 98, p. 101833, 2023.
 Supplementary files:
Francisco José Quesada, F. Pérez-Peña, A. Morgado-Estévez, Juan J Ruiz-Lendínez Applying Active Learning by Contextualizing Robotic Applications to Historical Heritage
Computer Applications in Engineering Education, pp. 1-20, 2023.
 Supplementary files:
Muhammet Deveci, Dragan Pamucar, Ilgin Gokasar, Bilal Bahaa Zaidan, Luis Martínez, Witold Pedrycz Assessing alternatives of including social robots in urban transport using fuzzy trigonometric operators based decision-making model
Technological Forecasting and Social Change, vol. 194, p. 122743, 2023.
 Supplementary files:
Wen He, Rosa María Rodríguez, Luis Martínez Average consistency index based consensus model for a group decision making problem dealing with ELICIT expressions
Computers & Industrial Engineering, vol. 184, p. 109511, 2023.
 Supplementary files:
LeSheng Jin, Ronald R. Yager, Zhen-Song Chen, Radko Mesiar, Luis Martínez, Rosa María Rodríguez Averaging aggregation under uncertainty and bipolar preference environments
SOFT COMPUTING, vol. 27, pp. 8153–8159 , 2023.
 Supplementary files:
LeSheng Jin, Zhen-Song Chen, Jiang-Yuan Zhang, Ronald R. Yager, Radko Mesiar, Martin Kalina, Humberto Bustince, Luis Martínez Bi-polar preference based weights allocation with incomplete fuzzy relations
Information Sciences, vol. 621, pp. 308-318, 2023.
 Supplementary files:
Kuo Pang, Pengsen Liu, Shaoxiong Li, Li Zou, Mingyu Lu, Luis Martínez Concept lattice simplification with fuzzy linguistic information based on three-way clustering
International Journal of Approximate Reasoning, vol. 154, pp. 149-175, 2023.
 Supplementary files:
Zhen Hua, Xiaochuan Jing, Luis Martínez Consensus reaching for social network group decision making with ELICIT information: A perspective from the complex network
Information Sciences, vol. 627, p. 71 -- 96, 2023.
 1-s2.0-S0020025523000841-main.pdf2.64 MB Supplementary files:
Wei Liang, Álvaro Labella, Ying-Ming Wang, Rosa María Rodríguez Consensus reaching process under interval-valued hesitant fuzzy environment
Computers & Industrial Engineering, vol. 176, p. 108971, 2023.
 Supplementary files:
Peng Wu, Fengen Li, Jie Zhao, Ligang Zhou, Luis Martínez Consensus Reaching Process With Multiobjective Optimization for Large-Scale Group Decision Making With Cooperative Game
IEEE Transactions on Fuzzy Systems, vol. 31, no. 1, pp. 293-306, 2023.
 Supplementary files:
Jesús Bobadilla, Abraham Gutiérrez, Raciel Yera, Luis Martínez Creating synthetic datasets for collaborative filtering recommender systems using generative adversarial networks
Knowledge-Based Systems, vol. 280, p. 111016, 2023.
 Publicado_GANRS_2023_KBS.pdf3.1 MB Supplementary files:
Juan J Ruiz-Lendínez, F.J. Ariza-López, J. F. Reinoso-Gordo, Manuel A Ureña-Cámara, Francisco José Quesada Deep Learning Methods applied to Digital Elevation Models: State of the Art
Geocarto International, vol. 38, pp. 1-26, 2023.
 Supplementary files:
Wen He, Bapi Dutta, Yaya Liu, Rosa María Rodríguez Extend Tversky’s Ratio Model to an Asymmetric Similarity Measurement Model with Three Conditional Parameters: 3p-ASM Model
International Journal of Computational Intelligence Systems , vol. 16, no. 113, 2023.
 Supplementary files:
Guangquan Huang, Liming Xiao, Witold Pedrycz, Genbao Zhang, Luis Martínez Failure Mode and Effect Analysis Using T-Spherical Fuzzy Maximizing Deviation and Combined Comparison Solution Methods
IEEE Transactions on Reliability, vol. 72, no. 2, pp. 552 - 573, 2023.
 Supplementary files:
Muhammet Deveci, Rosa María Rodríguez, Dragan Pamucar, Madjid Tavana, Harish Garg Fuzzy Decision Systems for Sustainable Transport
IEEE Transactions on Fuzzy Systems., vol. 31, no. 2, pp. 355-355, 2023.
 Supplementary files:
Yaya Liu, Haifeng Zhou, Rosa María Rodríguez, Luis Martínez Fuzzy encoding and decoding approaches for 2-TCLE and their applications in multi-criteria decision making
Information Sciences, vol. 640, p. 119033, 2023.
 Supplementary files:
Hui-Hui Song, Diego García-Zamora, Álvaro Labella, Xiang Jia, Ying-Ming Wang, Luis Martínez Handling multi-granular hesitant information: A group decision-making method based on cross-efficiency with regret theory
Expert Systems with Applications, vol. 227, p. 120332, 2023.
 Supplementary files:
Naeem Jan, Jeonghwan Gwak, Dragan Pamucar, Luis Martínez Hybrid integrated decision-making model for operating system based on complex intuitionistic fuzzy and soft information
Information Sciences, vol. 651, p. 119592, 2023.
 Supplementary files:
Yefan Han, Diego García-Zamora, Bapi Dutta, Ying Ji, Shaojian Qu, Luis Martínez Large-scale group decision consensus under social network: A chance-constrained robust-based minimum cost consensus model
Expert Systems with Applications, vol. 231, p. 120728, 2023.
 Supplementary files:
Ilgin Gokasar, Dragan Pamucar, Muhammet Deveci, Brij B. Gupta, Luis Martínez, Oscar Castillo Metaverse integration alternatives of connected autonomous vehicles with self-powered sensors using fuzzy decision making model
Information Sciences, vol. 642, p. 119192, 2023.
 Supplementary files:
Yingying Liang, Yanbing Ju, Yan Tu, Witold Pedrycz, Luis Martínez Minimum cost consensus model with altruistic preference
Computers & Industrial Engineering, vol. 179, p. 109229, 2023.
 Supplementary files:
LeSheng Jin, Zhen-Song Chen, Ronald R. Yager, Tapan Senapati, Radko Mesiar, Diego García-Zamora, Bapi Dutta, Luis Martínez Ordered weighted averaging operators for basic uncertain information granules
Information Sciences, vol. 645, p. 119357, 2023.
 Supplementary files:
Francisco Moya, Francisco José Quesada, Luis Martínez, Francisco Javier Estrella Phonendo: A Platform for Publishing Wearable Data on Distributed Ledger Technologies
Wireless Networks, pp. 1-15, 2023.
 Supplementary files:
Dragan Pamucar, Ilgin Gokasar, Ali Ebadi Torkayesh, Muhammet Deveci, Luis Martínez, Qun Wu Prioritization of Unmanned Aerial Vehicles in Transportation Systems Using the Integrated Stratified Fuzzy Rough Decision-Making Approach with the Hamacher Operator
Information Sciences, vol. 622, pp. 374-404, 2023.
 Supplementary files:
Soheil Shayegh, Javier Andreu-Perez, Caroline Akoth, Xavier Bosch-Capblanch, Shouro Dasgupta, Giacomo Falchetta, Simon, Ahmed T. Hammad, Mark Herringer, Festus Kapkea, Álvaro Labella, Luca Lisciotto, Luis Martínez, Peter M. Macharia, Paulina Morales-Ruiz, Njeri Murage, Vittoria Offeddu, Andy South, Aleksandra Torbica, Filippo Trentini, Alessia Melegaro Prioritizing COVID-19 vaccine allocation in resource poor settings: Towards an Artificial Intelligence-enabled and Geospatial-assisted decision support framework
PLOS ONE, vol. 18, pp. 1-11, 2023.
 journal.pone_.0275037.pdf1.04 MB Supplementary files:
Zhen-Song Chen, Jia Zhou, Chen-Ye Zhu, Zhu-Jun Wang, Sheng-Hua Xiong, Rosa María Rodríguez, Luis Martínez, Miroslaw J. Skibniewski Prioritizing real estate enterprises based on credit risk assessment: an integrated multi-criteria group decision support framework
Financial Innovation, vol. 9, p. 120, 2023.
 Supplementary files:
Wen He, Rosa María Rodríguez, Zdenko Takáč, Luis Martínez Ranking of Fuzzy Numbers on the Basis of New Fuzzy Distance
International Journal of Fuzzy Systems , 2023.
 2023-He et al-IJFS_0.pdf1.71 MB Supplementary files:
Jian-Peng Chang, Zhen-Song Chen, Xian-Jia Wang, Luis Martínez, Witold Pedrycz, Mirosław J. Skibniewski Requirement-driven sustainable supplier selection: Creating an integrated perspective with stakeholders interests and the wisdom of expert crowds
Computers & Industrial Engineering, vol. 175, p. 108903, 2023.
 Supplementary files:
Rui Wang, Zhen-Song Chen, Bin Shuai, Luis Martínez, Wen-Tao Kong, Witold Pedrycz Revisiting the consistency improvement and consensus reaching processes of intuitionistic multiplicative preference relations
Engineering Applications of Artificial Intelligence, vol. 120, p. 105931, 2023.
 Supplementary files:
Si-Hai Feng, Yao-Jiao Xin, Sheng-Hua Xiong, Zhen-Song Chen, Muhammet Deveci, Diego García-Zamora, Witold Pedrycz Safety Perception Evaluation of Civil Aviation Based on Weibo Posts in China: An Enhanced Large-Scale Group Decision-Making Framework
Int. J. Fuzzy Syst, 2023.
 2023 Civil Aviation.comprimido.pdf1.48 MB Supplementary files:
Diego García-Zamora, Rui Paiva, Anderson Cruz, Javier Fernandez, Humberto Bustince Some Construction Methods for Pseudo-Overlaps and Pseudo-Groupings and Their Application in Group Decision Making
Axioms, 2023.
 2023 PO and PG in GDM.pdf330.18 KB Supplementary files:
Wei Liang, Rosa María Rodríguez, Ying-Ming Wang, Mark Goh, FeiFei Ye The extended ELECTRE III group decision making method based on regret theory under probabilistic interval-valued hesitant fuzzy environments
Expert Systems with Applications, vol. 231, p. 120618, 2023.
 Supplementary files:
Liang Wang, Z.X. Zhang, Alessio Ishizaka, Ying-Ming Wang, Luis Martínez TODIMSort: A TODIM based method for sorting problems
Omega, vol. 115, p. 102771, 2023.
 Supplementary files:
Sheng-Hua Xiong, Yao-Jiao Xin, Zhen-Song Chen, Rosa María Rodríguez, Si-Hai Feng, Luis Martínez, Witold Pedrycz Two improved N-two-stage K-means clustering aggregation algorithmic paradigms for HFLTS possibility distributions
Information Fusion, vol. 100, p. 101964, 2023.
 Supplementary files:

2022

Long-Hao Yang, Jun Liu, Ying-Ming Wang, Hui Wang, Luis Martínez "Enhancing extended belief rule-based systems for classification problems using decomposition strategy and overlap function"
"International Journal of Machine Learning and Cybernetics", vol. 13, pp. 811-837, 2022.
 Supplementary files:
Rosa María Rodríguez, Álvaro Labella, Pedro Nuñez-Cacho, Valentín Molina-Moreno, Luis Martínez A comprehensive minimum cost consensus model for large scale group decision making for circular economy measurement
Technological Forecasting & Social Change, vol. 175, p. 121391, 2022.
 Supplementary files:
Shuping Wan, Wen-Chang Zou, Jiuying Dong, Luis Martínez A consensual method for multi-criteria group decision-making with linguistic intuitionistic information
Information Sciences, vol. 582, pp. 797-832, 2022.
 Supplementary files:
Shengli Li, Rosa María Rodríguez, Cuiping Wei, Ting Shu A consensus model for large scale group decision making with hesitant fuzzy linguistic information and hierarchical feedback mechanism
Computers & Industrial Engineering, vol. 173, p. 108669, 2022.
 Supplementary files:
Muhammet Deveci, Rosa María Rodríguez, Álvaro Labella, Muharrem Enis Ciftci A decision support system for reducing the strategic risk in the schedule building process for network carrier airline operations
Annals of Operations Research, 2022.
 Supplementary files:
Raciel Yera, Ahmad A. Alzahrani, Luis Martínez A fuzzy content-based group recommender system with dynamic selection of the aggregation functions
International Journal of Approximate Reasoning, vol. 150, pp. 273-296, 2022.
 1-s2.0-S0888613X2200127X-main.pdf1.83 MB Supplementary files:
Muhammet Deveci, Dragan Pamucar, Ilgin Gokasar, Dursun Delen, Luis Martínez A fuzzy Einstein-based decision support system for public transportation management at times of pandemic
Knowledge-Based Systems, vol. 252, p. 109414 , 2022.
 1-s2.0-S0950705122007079-main (1).pdf754.06 KB Supplementary files:
Quanyu Ding, Ying-Ming Wang, Mark Goh, Rosa María Rodríguez, Luis Martínez A hesitant fuzzy linguistic bidirectional projection-regret decision making model
Computers & Industrial Engineering, vol. 169, p. 108197, 2022.
 Supplementary files:
Ana Licerán-Gutiérrez, Cristina Ortega-Rodríguez, Antonio Moreno-Albarracín, Álvaro Labella, Rosa María Rodríguez, Luis Martínez A Linguistic Group Best–Worst Method for Measuring Good Governance in the Third Sector: A Spanish Case Study
International Journal of Fuzzy Systems, vol. 24, pp. 2133–2156, 2022.
 Supplementary files:
Yingying Liang, Yanbing Ju, Luis Martínez, Peiwu Dong, Aihua Wang A multi-granular linguistic distribution-based group decision making method for renewable energy technology selection
Applied Soft Computing, vol. 116, p. 108379, 2022.
 Supplementary files:
Xiao-Hong Pan, Shi-Fan He, Ying-Ming Wang, Luis Martínez A novel interval-valued three-way decision theory under multiple criteria environment
Knowledge-Based Systems, vol. 253, p. 109522, 2022.
 Supplementary files:
Liming Xiao, Guangquan Huang, Witold Pedrycz, Dragan Pamucar, Luis Martínez, Genbao Zhang A q-rung orthopair fuzzy decision-making model with new score function and best-worst method for manufacturer selection
Information Sciences, vol. 608, pp. 153-177, 2022.
 Supplementary files:
Zelin Wang, Ying-Ming Wang, Luis Martínez A Stochastic Perspective on a Group Decision-Making Method Based on Two-Dimension 2-Tuple Linguistic Information
International Journal of Fuzzy Systems, vol. 24, pp. 1425-1445, 2022.
 Supplementary files:
Wen He, Rosa María Rodríguez, Bapi Dutta, Luis Martínez A type-1 OWA operator for Extended Comparative Linguistic Expressions with Symbolic Translation
Fuzzy Sets and Systems, vol. 446, pp. 167-192, 2022.
 Supplementary files:
Qingxing Dong, Qi Sheng, Luis Martínez, Z. Zhang An adaptive group decision making framework: Individual and local world opinion based opinion dynamics
Information Fusion, vol. 78, pp. 218-231, 2022.
 Supplementary files:
Peng Wu, Ligang Zhou, Luis Martínez An integrated hesitant fuzzy linguistic model for multiple attribute group decision-making for health management center selection
Computers & Industrial Engineering, vol. 171, p. 108404, 2022.
 Supplementary files:
Sihai Zhao, Yucheng Dong, Luis Martínez, Witold Pedrycz Analysis of Ranking Consistency in Linguistic Multiple Attribute Decision Making: The Roles of Granularity and Decision Rules
IEEE Transactions on Fuzzy Systems, vol. 30, no. 7, pp. 2266-2278, 2022.
 Supplementary files:
Zhen-Song Chen, Li-Ping Yang, Rosa María Rodríguez, Zhengze Zhu, Witold Pedrycz, Miroslaw J. Skibniewski BIM-aided large-scale group decision support: Optimization of the retrofit strategy for existing buildings
Applied Soft Computing, vol. 131, p. 109790, 2022.
 Supplementary files:
Hasan Dinçer, Serhat Yüksel, Luis Martínez Collaboration enhanced hybrid fuzzy decision-making approach to analyze the renewable energy investment projects
Energy Reports, vol. 8, pp. 377-389, 2022.
 2022_EnergyReports_AnalyzeRen_Energy_projects.pdf765.28 KB Supplementary files:
Guangquan Huang, Liming Xiao, Witold Pedrycz, Dragan Pamucar, Genbao Zhang, Luis Martínez Design alternative assessment and selection: A novel Z-cloud rough number-based BWM-MABAC model
Information Sciences, vol. 603, pp. 149-189, 2022.
 Supplementary files:
Wenguo Wu, Zhengchun Zhou, Avik Ranjan Adhikary, Bapi Dutta Discrete space reinforcement learning algorithm based on twin support vector machine classification
Pattern Recognition Letters, vol. 164, pp. 254-260, 2022.
 Supplementary files:
Zhen-Song Chen, Xuan Zhang, Rosa María Rodríguez, Witold Pedrycz, Luis Martínez, Miroslaw J. Skibniewski Expertise-structure and risk-appetite-integrated two-tiered collective opinion generation framework for large scale group decision making
IEEE Transactions on Fuzzy Systems, vol. 30, no. 12, pp. 5496-5510, 2022.
 Supplementary files:
Raciel Yera, Ahmad A. Alzahrani, Luis Martínez Exploring post-hoc agnostic models for explainable cooking recipe recommendations
Knowledge-Based Systems, vol. 251, p. 109216, 2022.
 2022_knosys_exp_RS.pdf953.53 KB Supplementary files:
Boris Yatsalo, Alexander Radaev, Luis Martínez From MCDA to fuzzy MCDA: Presumption of model adequacy or is every fuzzification of an mCDA method justified?
Information Sciences, vol. 587, pp. 371-392, 2022.
 Supplementary files:
Shi-Fan He, Ying-Ming Wang, Luis Martínez Gaussian IT2FSs-based prospect theory method with application to the evaluation of renewable energy sources
Computers & Industrial Engineering, vol. 169, p. 108266, 2022.
 Supplementary files:
Diego García-Zamora, Álvaro Labella, Weiping Ding, Rosa María Rodríguez, Luis Martínez Large-Scale Group Decision Making: A Systematic Review and a Critical Analysis
IEEE/CAA Journal of Automatica Sinica, vol. 9, pp. 949-966, 2022.
 Supplementary files:
Qiang Yang, Zhen-Song Chen, Catherine Y.P. Chan, Witold Pedrycz, Luis Martínez, Mirosław J. Skibniewski Large-scale group decision-making for prioritizing engineering characteristics in quality function deployment under comparative linguistic environment
Applied Soft Computing, vol. 127, p. 109359, 2022.
 Supplementary files:
Xiaoqing Chen, Xinwang Liu, Qun Wu, Muhammet Deveci, Luis Martínez Measuring technological innovation efficiency using interval type-2 fuzzy super-efficiency slack-based measure approach
Engineering Applications of Artificial Intelligence, vol. 116, p. 105405, 2022.
 Supplementary files:
Li Zou, Luis Martínez, Jun Liu, Xiaoping Qiu, XingXing He New trends on machine learning applied to information processing under uncertainty
International Journal Of Machine Learning And Cybernetics, vol. 13, pp. 567–568, 2022.
 Supplementary files:
Yi Yang, Zhen-Song Chen, Rosa María Rodríguez, Witold Pedrycz, Kwai-Sang Chin Novel fusion strategies for continuous interval-valued q-rung orthopair fuzzy information: a case study in quality assessment of SmartWatch appearance design
International Journal of Machine Learning and Cybernetics, 2022.
 Supplementary files:
Jindong Qin, Yingying Liang, Luis Martínez, Alessio Ishizaka, Witold Pedrycz ORESTE-SORT: a novel multiple criteria sorting method for sorting port group competitiveness
Annals of Operations Research, 2022.
 Supplementary files:
Dragan Pamucar, Muhammet Deveci, Ilgin Gokasar, Luis Martínez, Mario Köppen Prioritizing transport planning strategies for freight companies towards zero carbon emission using ordinal priority approach
Computers & Industrial Engineering, vol. 169, p. 108259, 2022.
 Supplementary files:
Boris Yatsalo, Alexander Korobov, Alexander Radaev, Jindong Qin, Luis Martínez Ranking of Independent and Dependent Fuzzy Numbers and Intransitivity in Fuzzy MCDA
IEEE Transactions on Fuzzy Systems, vol. 30, no. 5, pp. 1382-1395, 2022.
 Supplementary files:
Diego García-Zamora, Bapi Dutta, Sebastia Massanet, Juan Vicente Riera, Luis Martínez Relationship between the distance consensus and the consensus degree in Comprehensive Minimum Cost Consensus models: A polytope-based analysis.
European Journal of Operational Research, 2022.
 1-s2.0-S0377221722006580-main.pdf1.72 MB Supplementary files:
Qian Zhao, Yanbing Ju, Luis Martínez, Witold Pedrycz, Peiwu Dong, Aihua Wang SMAA–Bicapacity–Choquet–Regret Model for Heterogeneous Linguistic MCDM With Interactive Criteria With Bipolar Scale and 2-Tuple Aspirations
IEEE Transactions on Fuzzy Systems, vol. 30, pp. 4384-4398, 2022.
 Supplementary files:
Yuanyuan Liang, Yanbing Ju, Peiwu Dong, Luis Martínez, Xiao-Jun Zeng, Ernesto Santibanez Gonzalez, Mihalis Giannakis, Jinhua Dong, Aihua Wang Sustainable evaluation of energy storage technologies for wind power generation: A multistage decision support framework under multi-granular unbalanced hesitant fuzzy linguistic environment
Applied Soft Computing, vol. 131, p. 109768, 2022.
 Supplementary files:
Diego García-Zamora, Álvaro Labella, Rosa María Rodríguez, Luis Martínez Symmetric weights for OWA operators prioritizing intermediate values. The EVR-OWA operator
Information Sciences, vol. 584, pp. 583-602, 2022.
 1-s2.0-S0020025521011014-main_0.pdf1.3 MB Supplementary files:
Qian Zhao, Yanbing Ju, Luis Martínez, Peiwu Dong, Jingfeng Shan The SMAA-TWD model: A novel stochastic multi-attribute three-way decision with interrelated attributes in triangular fuzzy information systems
Information Sciences, vol. 618, pp. 14-38, 2022.
 Supplementary files:
Yaya Liu, Rosa María Rodríguez, Jindong Qin, Luis Martínez Type-2 fuzzy envelope of extended hesitant fuzzy linguistic term set: Application to multi-criteria group decision making
Computers & Industrial Engineering, vol. 169, p. 108208, 2022.
 Supplementary files:

2021

Bapi Dutta, Son Duy Dao, Luis Martínez, Mark Goh "An evolutionary strategic weight manipulation approach for multi-attribute decision making: TOPSIS method"
"International Journal of Approximate Reasoning", vol. 129, pp. 64-83, 2021.
 Supplementary files:
Álvaro Labella, Bapi Dutta, Luis Martínez "An Optimal Best-Worst Prioritization Method under a 2-tuple Linguistic Environment in Decision Making"
"Computers & Industrial Engineering", vol. 155, p. "107141", 2021.
 Supplementary files:
Álvaro Labella, Alessio Ishizaka, Luis Martínez "Consensual Group-AHPSort: Applying consensus to GAHPSort in sustainable development and industrial engineering"
"Computers & Industrial Engineering", vol. "152", p. "107013", 2021.
 Supplementary files:
Sihai Zhao, Yucheng Dong, Siqi Wu, Luis Martínez "Linguistic scale consistency issues in multi-granularity decision making contexts"
"Applied Soft Computing", vol. "101", p. "107035", 2021.
 Supplementary files:
Rosa María Rodríguez, Álvaro Labella, Mikel Sesma-Sara, Humberto Bustince, Luis Martínez A Cohesion-driven Consensus Reaching Process for Large Scale Group Decision Making under a Hesitant Fuzzy Linguistic Term Sets Environment
Computers & Industrial Engineering, vol. 155, p. 107158, 2021.
 Supplementary files:
Long-Hao Yang, Jun Liu, Y.M. Wang, Luis Martínez A Micro-Extended Belief Rule-Based System for Big Data Multiclass Classification Problems
IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 51, no. 1, pp. 420-440, 2021.
 08510811.pdf4.77 MB Supplementary files:
Shuping Wan, Wen-Chang Zou, Jiuying Dong, Luis Martínez A probabilistic linguistic dominance score method considering individual semantics and psychological behavior of decision makers
Expert Systems with Applications, vol. 184, p. 115372, 2021.
 Supplementary files:
Zelin Wang, Rosa María Rodríguez, Y.M. Wang, Luis Martínez A two-stage minimum adjustment consensus model for large scale decision making based on reliability modeled by two-dimension 2-tuple linguistic information
Computers & Industrial Engineering, vol. 151, p. 106973, 2021.
 Supplementary files:
Rosa María Rodríguez, Nesrin Halouani, Isis Truck Advances in Operations Research
International Journal of Operational Research, vol. 41, no. 1, pp. 1-3, 2021.
 2021-Rodriguez et al-IJOR-vol41.pdf144.76 KB Supplementary files:
Juan J Ruiz-Lendínez, Manuel A Ureña-Cámara, José L Mesa-Mingorance, Francisco José Quesada Automatic Positional Accuracy Assessment of Imagery Segmentation Processes: A Case Study
ISPRS International Journal of Geo-Information, vol. 10, p. 430, 2021.
 Supplementary files:
Kiril Tenekedjiev, Natalia Nikolova, Rosa María Rodríguez, Kaoru Hirota Bootstrap Testing of Central Tendency Nullity Over Paired Fuzzy Samples
International Journal of Fuzzy Systems, vol. 23, pp. 1934–1954, 2021.
 Supplementary files:
Rosa María Rodríguez, Álvaro Labella, Bapi Dutta, Luis Martínez Comprehensive minimum cost models for large scale group decision making with consistent fuzzy preference relations
Knowledge-Based Systems, vol. 215, p. 106780, 2021.
 Supplementary files:
Feifei Jin, Jinpei Liu, Ligang Zhou, Luis Martínez Consensus-Based Linguistic Distribution Large-Scale Group Decision Making Using Statistical Inference and Regret Theory
Group Decision and Negotiation, vol. 30, pp. pages 813–845, 2021.
 Supplementary files:
Feifei Jin, Meng Cao, Jinpei Liu, Luis Martínez, Huayou Chen Consistency and trust relationship-driven social network group decision-making method with probabilistic linguistic information
Applied Soft Computing, vol. 103, p. 107170, 2021.
 Supplementary files:
Yilena Pérez-Almaguer, Raciel Yera, A. A. Alzahrani, Luis Martínez Content-based group recommender systems: a general taxonomy and further improvements
Expert Systems with Applications, vol. 184, p. 115444, 2021.
 Perez_Yera_etal_ESWA2021_ContentBased.pdf1.98 MB Supplementary files:
Erick González-Caballero, Rafael Espín-Andrade, Witold Pedrycz, Luis Martínez, Lilliana Guerrero-Ramos Continuous Linguistic Variables and Their Applications to Data Mining and Time Series Prediction
International Journal of Fuzzy Systems, 2021.
 Supplementary files:
Mina Rahimi, Ashkan Hafezalkotob, Sobhan Asian, Luis Martínez Environmental Policy making in Supply Chains under Ambiguity and Competition: A Fuzzy Stackelberg Game Approach
Sustainability, vol. 13, 2021.
 Supplementary files:
Zhen-Song Chen, Xuan Zhang, Rosa María Rodríguez, Witold Pedrycz, Luis Martínez Expertise-based bid evaluation for construction-contractor selection with generalized comparative linguistic ELECTRE III
Automation in Construction, vol. 125, p. 103578, 2021.
 Supplementary files:
Jiang-Hong Zhu, Zhen-Song Chen, Bin Shuai, Witold Pedrycz, Kwai-Sang Chin, Luis Martínez Failure mode and effect analysis: A three-way decision approach
Engineering Applications of Artificial Intelligence, vol. 106, p. 104505, 2021.
 Supplementary files:
Boris Yatsalo, Alexander Korobov, Luis Martínez From MCDA to Fuzzy MCDA: violation of basic axiom and how to fix it
Neural Computing and Applications, vol. 33, pp. 1711–1732, 2021.
 Supplementary files:
Boris Yatsalo, Alexander Korobov, Basar Oztaysi, C. Kahraman, Luis Martínez Fuzzy extensions of PROMETHEE: Models of different complexity with different ranking methods and their comparison
"Fuzzy Sets and Systems", no. 422, pp. 1-26, 2021.
 2021_FSS_published_0.pdf833.42 KB Supplementary files:
Wen He, Bapi Dutta, Rosa María Rodríguez, Ahmad A. Alzahrani, Luis Martínez Induced OWA Operator for Group Decision Making Dealing with Extended Comparative Linguistic Expressions with Symbolic Translation
Mathematics, vol. 9, no. 20, 2021.
 2021-He et al-mathematics-vol9.pdf542.64 KB Supplementary files:
Zhen-Song Chen, Xuan Zhang, Witold Pedrycz, Xian-Jia Wang, Kwai-Sang Chin, Luis Martínez K-means clustering for the aggregation of HFLTS possibility distributions: N-two-stage algorithmic paradigm
Knowledge-Based Systems, vol. 227, p. 107230, 2021.
 Supplementary files:
Jun Liu, Rosa María Rodríguez, Hui Wang Knowledge Enhanced Data Analytics for Autonomous Decision Making
International Journal of Approximate Reasoning, vol. 136, pp. 247-248, 2021.
 Supplementary files:
Shengli Li, Rosa María Rodríguez, Cuiping Wei Managing manipulative and non-cooperative behaviors in large scale group decision making based on a WeChat-like interaction network
Information Fusion, vol. 75, pp. 1-15, 2021.
 Supplementary files:
Pavel Anselmo Alvarez, Alessio Ishizaka, Luis Martínez Multiple-criteria decision-making sorting methods: A survey
Expert Systems with Applications, vol. 183, p. 115368, 2021.
 Supplementary files:
Xianjuan Cheng, Shuping Wan, Jiuying Dong, Luis Martínez New decision-making methods with interval reciprocal preference relations: A new admissible order relation of intervals
Information Sciences, vol. 569, pp. 400-429, 2021.
 Supplementary files:
Diego García-Zamora, Álvaro Labella, Rosa María Rodríguez, Luis Martínez Nonlinear preferences in group decision-making. Extreme values amplifications and extreme values reductions
International Journal of Intelligent Systems, vol. 36, pp. 6581-6612, 2021.
 Supplementary files:
Long-Hao Yang, Jun Liu, Y.M. Wang, Chris Nugent, Luis Martínez Online updating extended belief rule-based system for sensor-based activity recognition
Expert Systems with Applications, vol. 186, p. 115737, 2021.
 Supplementary files:
Natalia Nikolova, Rosa María Rodríguez, Mark Symes, Daniela Toneva, Krasimir Kolev, Kiril Tenekedjiev Outlier Detection Algorithms Over Fuzzy Data with Weighted Least Squares
International Journal of Fuzzy Systems, vol. 23, pp. 1234–1256, 2021.
 Supplementary files:
Zhen-Song Chen, Lan-Lan Yang, Rosa María Rodríguez, Sheng-Hua Xiong, Kwai-Sang Chin, Luis Martínez Power-average-operator-based hybrid multiattribute online product recommendation model for consumer decision-making
International Journal of Intelligent Systems, vol. 36, pp. 2572-2617, 2021.
 2021_PowerAO.pdf5.17 MB Supplementary files:
Hamidreza Seiti, Ashkan Hafezalkotob, Luis Martínez R-sets, Comprehensive Fuzzy Sets Risk Modeling for Risk-based Information Fusion and Decision-making
IEEE Transactions on Fuzzy Systems, vol. 29, pp. 385-399, 2021.
 Supplementary files:
Zhen-Song Chen, Lan-Lan Yang, Kwai-Sang Chin, Yi Yang, Witold Pedrycz, Jian-Peng Chang, Luis Martínez, Mirosław J. Skibniewski Sustainable building material selection: An integrated multi-criteria large group decision making framework
Applied Soft Computing, vol. 113, p. 107903, 2021.
 Supplementary files:
Antonio Luis Moreno Albarracin, Cristina Ortega Rodríguez, Ana Licerán Gutiérrez, Álvaro Labella, Luis Martínez Transparency indicators to improve accountability for non-profit organizations: a Spanish case study
Technological and Economic Development of Economy, vol. 27, no. 3, pp. 763-782, 2021.
 Supplementary files:
Shengli Li, Rosa María Rodríguez, Cuiping Wei Two-stage consensus model based on opinion dynamics and evolution of social power in large-scale group decision making
Applied Soft Computing, vol. 111, p. 107615, 2021.
 Supplementary files:

2020

Yingying Liang, Jindong Qin, Luis Martínez, Jun Liu "A heterogeneous QUALIFLEX method with criteria interaction for multi-criteria group decision making"
Information Sciences, vol. 512, pp. 1481-1502, 2020.
 Supplementary files:
Yanbing Ju, Yuanyuan Liang, Luis Martínez, Aihua Wang, Chen-Fu Chien, Peiwu Dong, Ernesto Santibanez Gonzalez "A new approach for heterogeneous linguistic failure mode and effect analysis with incomplete weight information"
"Computers & Industrial Engineering", vol. 148, p. "106659", 2020.
 Supplementary files:
Liang Wang, Y.M. Wang, Luis Martínez "Fuzzy TODIM method based on alpha-level sets"
"Expert Systems with Applications", vol. 140, p. "112899", 2020.
 Supplementary files:
Abteen Ijadi Maghsoodi, Hamidreza Rasoulipanah, Luis Martínez, Huchang Liao, Edmundas K. Zavadskas "Integrating interval-valued multi-granular 2-tuple linguistic BWM-CODAS approach with target-based attributes: Site selection for a construction project"
"Computers & Industrial Engineering", vol. 139, p. 106147, 2020.
 Supplementary files:
Hasan Dinçer, Serhat Yüksel, Luis Martínez A Comparative Analysis of Incremental and Disruptive Innovation Policies in the European Banking Sector with Hybrid Interval Type-2 Fuzzy Decision-Making Models
International Journal of Fuzzy Systems, vol. 22, no. 4, pp. 1158-1176, 2020.
 Supplementary files:
Álvaro Labella, Rosa María Rodríguez, A. A. Alzahrani, Luis Martínez A Consensus Model for Extended Comparative Linguistic Expressions with Symbolic Translation
Mathematics, vol. 8, p. 2198, 2020.
 mathematics-08-02198.pdf2.46 MB Supplementary files:
Álvaro Labella, Rosa María Rodríguez, Luis Martínez A Consensus Reaching Process Dealing with Comparative Linguistic Expressions for Group Decision Making: A Fuzzy Approach
Journal of Intelligent & Fuzzy Systems, vol. 38, pp. 735-748, 2020.
 Supplementary files:
Álvaro Labella, Hongbin Liu, Rosa María Rodríguez, Luis Martínez A cost consensus metric for Consensus Reaching Processes based on a comprehensive minimum cost model
European Journal of Operational Research, vol. 281, pp. 316–331, 2020.
 Supplementary files:
Boris Yatsalo, Alexander Korobov, Basar Oztaysi, C. Kahraman, Luis Martínez A general approach to fuzzy TOPSIS based on the concept of fuzzy multicriteria acceptability analysis
Journal of Intelligent & Fuzzy Systems, vol. 38, pp. 979-995, 2020.
 Supplementary files:
Yanbing Ju, Yuanyuan Liang, Luis Martínez, Ernesto Santibanez Gonzalez, Mihalis Giannakis, Peiwu Dong, Aihua Wang A new framework for health-care waste disposal alternative selection under multi-granular linguistic distribution assessment environment
Computers & Industrial Engineering, vol. 145, p. 106489, 2020.
 Supplementary files:
Abteen Ijadi Maghsoodi, Shahrzad Soudian, Luis Martínez, Enrique Herrera-Viedma, Edmundas K. Zavadskas A phase change material selection using the interval-valued target-based BWM-CoCoMULTIMOORA approach: A case-study on interior building applications
Applied Soft Computing, vol. 95, p. 106508, 2020.
 Supplementary files:
Francisco Figueroa-Perez, Juan C. Leyva-Lopez, Edgar O. Pe´rez-Contreras, Pedro José Sánchez, Alan D. Ramirez-Noriega An Agent-Based System for the Design of New Products Using a Fuzzy Multicriteria Approach
International Jornal of Fuzzy Systems, vol. 22, pp. 2691–2707, 2020.
 Supplementary files:
Álvaro Labella, J.C Rodríguez-Cohard, J.D. Sánchez-Martínez, Luis Martínez An AHPSort II Based Analysis of the Inequality Reduction within European Union
Mathematics, vol. 8, no. 4, p. 646, 2020.
 mathematics-08-00646.pdf6.09 MB Supplementary files:
Alessio Ishizaka, Menelaos Tasiou, Luis Martínez Analytic hierarchy process-fuzzy sorting: An analytic hierarchy process–based method for fuzzy classification in sorting problems
Journal of the Operational Research Society, vol. 71, no. 6, pp. 928-947 , 2020.
 Supplementary files:
Álvaro Labella, Konstantinos Koasidis, Alexandros Nikas, Apostolos Arsenopoulos, Haris Doukas APOLLO: A Fuzzy Multi-criteria Group Decision-Making Tool in Support of Climate Policy
International Journal of Computational Intelligence Systems, vol. 13, no. 1, pp. 1539-1553, 2020.
 Supplementary files:
Álvaro Labella, Rosa María Rodríguez, Luis Martínez Computing with Comparative Linguistic Expressions and Symbolic Translation for Decision Making: ELICIT Information
IEEE Transactions on Fuzzy Systems, vol. 28, no. 10, pp. 2510 - 2522, 2020.
 Supplementary files:
Yingying Liang, Jindong Qin, Luis Martínez Consensus-based multi-criteria group preference analysis model with multi-granular linguistic distribution information
IEEE Transactions on Fuzzy Systems, vol. 28, no. 12, pp. 3145 - 3160, 2020.
 Supplementary files:
Luis Martínez, Witold Pedrycz, Laura Cruz-Reyes Editorial on Special Issue: Fuzzy Models for Business Analytics
International Journal of Fuzzy Systems, vol. 22, pp. 2690-2690, 2020.
 Mart-nez_et_al-2020-International_Journal_of_Fuzzy_Systems.pdf118.58 KB Supplementary files:
Álvaro Labella, Rosa María Rodríguez, Luis Martínez Extending the linguistic decision suite FLINTSTONES to deal with comparative linguistic expressions with symbolic translation information
Journal of Intelligent & Fuzzy Systems, vol. 39 , pp. 6245–6258, 2020.
 Supplementary files:
Zhen-Song Chen, Xiao-Lu Liu, Rosa María Rodríguez, Xian-Jia Wang, Kwai-Sang Chin, Kwok-Leung Tsui, Luis Martínez Identifying and prioritizing factors affecting in-cabin passenger comfort on high-speed rail in China: A fuzzy-based linguistic approach
Applied Soft Computing, vol. 95, 2020.
 Supplementary files:
Yaya Liu, José C. Rodríguez Alcantud, Rosa María Rodríguez, Keyun Qin, Luis Martínez Intertemporal Hesitant Fuzzy Soft Sets: Application to Group Decision Making
International Journal of Fuzzy Systems, vol. 22, no. 2, pp. 619-635, 2020.
 Supplementary files:
Z. Zhang, W. Yu, Luis Martínez, Y. Gao Managing Multigranular Unbalanced Hesitant Fuzzy Linguistic Information in Multiattribute Large-Scale Group Decision Making: A Linguistic Distribution-Based Approach
IEEE Transactions on Fuzzy Systems, vol. 28, no. 11, pp. 2875-2889, 2020.
 Supplementary files:
Antonio Luis Moreno Albarracin, Ana Licerán Gutiérrez, Cristina Ortega Rodríguez, Álvaro Labella, Rosa María Rodríguez Measuring What Is Not Seen—Transparency and Good Governance Nonprofit Indicators to Overcome the Limitations of Accounting Models
Sustainability, vol. 12, p. 7275, 2020.
 sustainability-12-07275.pdf558.93 KB Supplementary files:
Cuiping Wei, Rosa María Rodríguez, Peng Li Note on entropies of hesitant fuzzy linguistic term sets and their applications
Information Sciences, vol. 512, pp. 352-368, 2020.
 Supplementary files:
Debasmita Banerjee, Bapi Dutta, Debashree Guha, Luis Martínez SMAA-QUALIFLEX methodology to handle multicriteria decision-making problems based on q-rung fuzzy set with hierarchical structure of criteria using bipolar Choquet integral
International Journal of Intelligent Systems, vol. 35, no. 3, pp. 401-431, 2020.
 Supplementary files:
Dejian Yu, Z.S Xu, Luis Martínez Visualizing the Intellectual Structure of the Fuzzy Linguistic Knowledge Domain: A Bibliometric Analysis
International Journal of Fuzzy Systems, vol. 22, pp. 2397–2413, 2020.
 Supplementary files: