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:
Priyanka Majumder, Amrit Das, Palanivel Kaliyaperumal, Tapan Senapati, Luis Martínez, Ronald R. Yager An OPA-F-Based Single-Valued Neutrosophic Fuzzy MARCOS Approach with Dombi Aggregation Operators for Evaluating Indoor Sex Work Risk in the Economy
Applied Soft Computing, p. 111533.
 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:
Yufeng Shen, Xueling Ma, Gang Kou, Rosa María Rodríguez, Jianming Zhan Consensus methods with Nash and Kalai-Smorodinsky bargaining game for large-scale group decision-making
European Journal of Operational Research.
 2025-Shen eta l-EJOR-r.pdf1.93 MB Supplementary files:
Yu-Xuan Zhang Data-Driven Knowledge Fusion for Deep Multi-Instance Learning
IEEE Transactions on Neural Networks and Learning Systems.
 Supplementary files:
Bapi Dutta, Álvaro Labella, Alessio Ishizaka, Luis Martínez Eliciting personalized AHP scale from verbal pairwise comparisons
Journal of the Operational Research Society, pp. 1-13.
 Supplementary files:
Yibin Xiao, Jianming Zhan, Z.S Xu, Luis Martínez Heterogeneous group consensus method with three-way decisions based on fuzzy social networks and manipulation behaviors under multi-scale information systems
IEEE Transactions on Fuzzy Systems, pp. 1-13.
 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:
Yibin Xiao, Jianming Zhan, Zeshui Xu, Rosa María Rodríguez Multi-scale group consensus with heterogeneous preference structures based on fuzzy social networks and prospect-regret theory
IEEE Transactions on Fuzzy Systems.
 Supplementary files:
Hongyu Chen, Jun Liu, Geoffrey Qiping Shen, Luis Martínez, Muhammet Deveci, Zhen-Song Chen, Yang Liu Multisource information fusion for real-time optimization of shield construction parameters
Knowledge-Based Systems, p. 111413.
 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:

2025

Diego García-Zamora, Bapi Dutta, LeSheng Jin, Zhen-Song Chen, Luis Martínez A data-driven large-scale group decision-making framework for managing ratings and text reviews
Expert Systems with Applications, 2025.
 25 STandR-BUI_compressed.pdf664.65 KB Supplementary files:
Xiao-Hong Pan, Shifan He, Diego García-Zamora, Ying-Ming Wang, Luis Martínez A novel online reviews-based decision-making framework to manage rating and textual reviews
Expert Systems with Applications, 2025.
 24 2025 Interval Ranking and Ratings_compressed.pdf628.05 KB Supplementary files:
Xueling Ma, Xinru Han, Zeshui Xu, Rosa María Rodríguez, Jianming Zhan Fusion of probabilistic linguistic term sets for enhanced group decision-making: Foundations, survey and challenges  
Information Fusion, vol. 116, p. 102802, 2025.
 Supplementary files:
Xueling Zhou, Cuiping Wei, Rosa María Rodríguez Reliability-based ordinal consensus adjustment model for large scale group decision making
Information Sciences, vol. 690, p. 121496, 2025.
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2024

Qiang Yang, Zhen-Song Chen, Jiang-Hong Zhu, Luis Martínez, Witold Pedrycz, Mirosław J. Skibniewski "Concept Design Evaluation of Sustainable Product-Service Systems: A QFD-TOPSIS Integrated Framework with Basic Uncertain Linguistic Information"
"Group Decision and Negotiation", vol. 33, pp. 469–511, 2024.
 Supplementary files:
Hui Cui, Ansheng Deng, Tie Hou, Li Zou, Luis Martínez "Exploring object reduction approaches for optimizing decision-making in linguistic concept formal context"
"Applied Intelligence", vol. 54, pp. 9088-9104, 2024.
 Supplementary files:
Francisco J Baldán, Raciel Yera, Luis Martínez "Natural noise management in collaborative recommender systems over time-related information"
"The Journal of Supercomputing", pp. 23628–23666, 2024.
 s11227-024-06267-7_0.pdf1.89 MB Supplementary files:
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:
Kuo Pang, Yifan Lu, Luis Martínez, Witold Pedrycz, Li Zou, Mingyu Lu A conceptual clustering method for large-scale group decision-making with linguistic truth-valued lattice implication algebra
Applied Soft Computing, vol. 155, p. 111418, 2024.
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Peng Wu, Tianjian Tang, Ligang Zhou, Luis Martínez A decision-support model through online reviews: Consumer preference analysis and product ranking
Information Processing & Management, vol. 61, p. 103728, 2024.
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Yanbing Ju, Qian Zhao, Luis Martínez, Yuanyuan Liang, Jinhua Dong, Peiwu Dong, Mihalis Giannakis A novel framework for FMEA using evidential BWM and SMAA-MARCOS method
Expert Systems with Applications, vol. 243, p. 122796, 2024.
 Supplementary files:
Suhui Wang, Xiao-Hong Pan, Luis Martínez, Antonio Moreno-Albarracín A novel interval type-2 fuzzy consensus reaching process model and group decision-making method for renewable energy investment
Engineering Applications of Artificial Intelligence, vol. 133, p. 108422, 2024.
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Shi-Fan He, Xiao-Hong Pan, Ying-Ming Wang, Diego García-Zamora, Luis Martínez A novel Multi-Criteria Decision Making framework based on Evidential Reasoning dealing with missing information from online reviews
Information Fusion, vol. 106, p. 102264, 2024.
 Supplementary files:
Lun Guo, Jianming Zhan, Gang Kou, Luis Martínez A sentiment analysis and dual trust relationship-based approach to large-scale group decision-making for online reviews: A case study of China Eastern Airlines
Information Sciences, vol. 667, p. 120515, 2024.
 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:
Diego García-Zamora, Anderson Cruz, Fernando Neres, Regivan H.N. Santiago, Antonio F. Roldán López de Hierro, Rui Paiva, Graçaliz. P. Dimuro, Luis Martínez, Benjamín Bedregal, Humberto Bustince Admissible OWA operators for fuzzy numbers
Fuzzy Sets and Systems, vol. 480, p. 108863, 2024.
 1-s2.0-S0165011424000095-main.pdf903.26 KB 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, vol. 8, no. 2, pp. 1102 - 1109, 2024.
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Kuo Pang, Chao Fu, Luis Martínez, Jun Liu, Li Zou, Mingyu Lu An extended multi-expert concept lattice-based heterogeneous multi-attribute group decision-making approach
Information Sciences, vol. 665, p. 120345, 2024.
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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.
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Ying-Ming Wang, Hui-Hui Song, Bapi Dutta, Diego García-Zamora, Luis Martínez Consensus reaching in LSGDM: Overlapping community detection and bounded confidence-driven feedback mechanism
Information Sciences, vol. 679, p. 121104, 2024.
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Chiranjibe Jana, Afra Siab, Muhammad Sajjad Ali Khan, Madhumangal Pal, Luis Martínez, Muhammad Asif Jan Decision-making for supplier selection problems based on QUALIFLEX technique using likelihood method in LIVIFS environment
Expert Systems with Applications, vol. Volume 252, p. 124136, 2024.
 1-s2.0-S0957417424010029-main_0.pdf848.35 KB 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:
Luis Martínez, Rosa María Rodríguez, Pedro Nuñez-Cacho DISRUPCIONES DIGITALES Y DATOS: RETOS PARA LA SEGURIDAD EN LA INDUSTRIA EUROPEA
Economía Industrial, vol. 430. 2024.
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Xiang Jia, Ying-Ming Wang, Luis Martínez Enhancing reliability of failure modes and effects analysis dealing with linguistic distribution assessments: A consistency based approach
Engineering Applications of Artificial Intelligence, vol. 133, p. 108333, 2024.
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Dragan Pamucar, Muhammet Deveci, Ilgin Gokasar, Pablo R. Brito-Parada, Luis Martínez Evaluation of Process Technologies for Sustainable Mining Using Interval Rough Number Based Heronian and Power Averaging Functions
Knowledge-Based Systems, vol. 289, p. 111494, 2024.
 1-s2.0-S0950705124001291-main.pdf2.76 MB Supplementary files:
M.A. Alsalem, A.H. Alamoodi, O.S. Albahri, A.S. Albahri, Luis Martínez, Raciel Yera, Ali M. Duhaim, Iman Mohamad Sharaf Evaluation of trustworthy artificial intelligent healthcare applications using multi-criteria decision-making approach
Expert Systems with Applications, vol. 246, p. 123066, 2024.
 published_6.pdf2.4 MB Supplementary files:
Juan Baz, Diego García-Zamora, Irene Díaz, Susana Montes, Luis Martínez Flexible-dimensional L-statistic for mean estimation of symmetric distributions
Statistical Papers, 2024.
 2024 EVR-L STATISTIC_compressed.pdf483.16 KB Supplementary files:
Mohammadreza Jamalifard, Javier Andreu-Perez, Hani Hagras, Luis Martínez Fuzzy Norm-Explicit Product Quantization for Recommender Systems
IEEE Transactions on Fuzzy Systems, vol. 32, no. 5, pp. 2987-2998, 2024.
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Hua Zhu, Rosa María Rodríguez, Jianbin Zhao Group decision making based on dice similarity measure and 2-dimension linguistic fuzzy weighted arithmetic aggregation operator for 2-dimension linguistic fuzzy variables
Engineering Applications of Artificial Intelligence, vol. 135, p. 108845, 2024.
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Tie Hou, Zheng Yang, Yanling Wang, Hongliang Zheng, Li Zou, Luis Martínez Linguistic Interval-Valued Spherical Fuzzy Soft Set and Its Application in Decision Making
Applied Sciences, vol. 14, 2024.
 applsci-14-00973.pdf763.19 KB 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.
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Yaya Liu, Xiaowen Zhang, Rosa María Rodríguez, Luis Martínez Managing non-cooperative behaviors in consensus reaching processes: a comprehensive self-management weight generation mechanism
Applied Intelligence, 2024.
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Diego García-Zamora, Anderson Cruz, Fernando Neres, Regivan Santiago, Antonio F. Roldán López de Hierro, Humberto Bustince On the admissibility of the alpha-order for fuzzy numbers
Computational and Applied Mathematics, 2024.
 2024 COAM Admissibility alphaorder.pdf540.76 KB Supplementary files:
LeSheng Jin, Radko Mesiar, Tapan Senapati, Chiranjibe Jana, Chao Ma, Diego García-Zamora, Ronald R. Yager. Ordered weighted geometric averaging operators for basic uncertain information
Information Sciences, vol. 663, 2024.
 2024 LS GOWA- BUI_compressed.pdf435.71 KB 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.
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Bruno Ramos-Cruz, Javier Andreu-Perez, Luis Martínez The cybersecurity mesh: A comprehensive survey of involved artificial intelligence methods, cryptographic protocols and challenges for future research
Neurocomputing, vol. 581, p. 127427, 2024.
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Diego García-Zamora, Bapi Dutta, José Rui Figueira, Luis Martínez The Deck of Cards Method to Build Interpretable Fuzzy Sets in Decision-making
European Journal of Operational Research, 2024.
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Yaya Liu, Lina Zhu, Rosa María Rodríguez, Yiyu Yao, Luis Martínez Three-Way Group Decision-Making With Personalized Numerical Scale of Comparative Linguistic Expression: An Application to Traditional Chinese Medicine
IEEE Transactions on Fuzzy Systems, vol. 32, no. 8, pp. 4352-4363, 2024.
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Francisco J Baldán, Luis Martínez Time series features and fuzzy memberships combination for time series classification
Neurocomputing, vol. 606, p. 128368, 2024.
 1-s2.0-S0925231224011391-main.pdf882.1 KB Supplementary files:
Zhen-Song Chen, Yan Wang, Yue-Hua Chen, Abbas Mardani, Witold Pedrycz, Luis Martínez Towards a Collective Opinion Generation Approach with Multiple Objectives for Evaluating Rail Transit Station Accessibility in Urban Areas
Knowledge-Based Systems, vol. 294, p. 111721, 2024.
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Xinru Han, Jianming Zhan, Z.S Xu, Luis Martínez Trust risk test-based group consensus with probabilistic linguistic preference relations under social networks
IEEE Transactions on Fuzzy Systems, vol. 32, no. 6, pp. 3508-3520, 2024.
 Supplementary files:
LeSheng Jin, Zhen-Song Chen, Radko Mesiar, Tapan Senapati, Diego García-Zamora, Luis Martínez Weights generation models based on acceptance degrees in decision-making
Fuzzy Sets and Systems, vol. 486, p. 108972, 2024.
 2024 LS-WAD_compressed.pdf360.04 KB 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, Álvaro Labella, Rosa María Rodríguez, Luis Martínez A Framework for the Selection of Indicators through Fuzzy Thresholds: A Circular Economy Application
“A Framework for the Selection of Indicators through Fuzzy Thresholds: A Circular Economy Application”, in The 18th international Conference on Intelligent Systems and Knowledge Engineering (ISKE2023), Fuzhou (China), November 17-19), 2023.
 2023-García-Zamora et al-ISKE.pdf1.2 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.
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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.
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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.
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Diego García-Zamora, Álvaro Labella, Rosa María Rodríguez, Luis Martínez A metric to evaluate linguistic consensus-reaching processes.
“A metric to evaluate linguistic consensus-reaching processes.”, in 13th Conference of the European Society for Fuzzy Logic and Technology EUSFLAT 2023 and 12th International Summer School on Aggregation Operators AGOP 2023, Palma, Spain 4-8 September 2023, 2023.
 2023 EUSFLAT - Book_0.pdf2.23 MB 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.
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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.
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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.
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Raciel Yera, Ahmad A. Alzahrani, Luis Martínez, Rosa María Rodríguez A Systematic Review on Food Recommender Systems for Diabetic Patients
International Journal of Environmental Research and Public Health , vol. 20, p. 4248, 2023.
 2023-Yera et al-ijerph-20-04248.pdf784.35 KB 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.
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Álvaro Labella, Diego García-Zamora, Rosa María Rodríguez, Luis Martínez An Automatic Linguistic Consensus Model for Sustainability
“An Automatic Linguistic Consensus Model for Sustainability”, in The 18th international Conference on Intelligent Systems and Knowledge Engineering (ISKE2023), Fuzhou (China), November 17-19, 2023.
 2023-Labella et al-ISKE.pdf3.7 MB 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.
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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.
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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.
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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.
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Wen He, Wei Liang, Álvaro Labella, Rosa María Rodríguez Application of Choquet–OWA Aggregation Operator to Fuse ELICIT Information
“Application of Choquet–OWA Aggregation Operator to Fuse ELICIT Information ”, in Advances in Complex Decision Making, CRP Press, Taylor & Francis, 2023, pp. 1-20.
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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.
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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.
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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.
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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.
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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.
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Francisco Moya, Francisco José Quesada, Luis Martínez, Francisco Javier Estrella CertifIoT: An IoT and DLT-Based Solution for Enhancing Trust and Transparency in Data Certification
“CertifIoT: An IoT and DLT-Based Solution for Enhancing Trust and Transparency in Data Certification”, in Proceedings of the 15th International Conference on Ubiquitous Computing & Ambient Intelligence (UCAmI 2023), 2023, vol. 841, p. 127--138.
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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.
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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.
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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.
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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.
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Zheng Yang, Xi Zhang, Xianghua Du, Luis Martínez, Xin Liu, Li Zou Dynamic Knowledge Discovery under the Linguistic Concept Weighted Network Formal Context Based on Three-way Decision
“Dynamic Knowledge Discovery under the Linguistic Concept Weighted Network Formal Context Based on Three-way Decision”, in The 18th international Conference on Intelligent Systems and Knowledge Engineering (ISKE2023), Fuzhou (China), November 17-19, 2023.
 2023-Yang et al-ISKE.pdf3.3 MB Supplementary files:
Raciel Yera, Rosa María Rodríguez, Luis Martínez Exploring the Automatic Selection of Aggregation Methods in Group Recommendation
“Exploring the Automatic Selection of Aggregation Methods in Group Recommendation”, in 13th Conference of the European Society for Fuzzy Logic and Technology, EUSFLAT 2023, Palma (Spain), September 4-8th, 2023, pp. 149–160.
 2023-Yera et al-LNCS.pdf923.71 KB 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.
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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.
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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.
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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.
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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.
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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.
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Xiao-Hong Pan, Shi-Fan He, Diego García-Zamora, Luis Martínez Interval Type-2 Fuzzy Decision Analysis Framework Based on Online Textual Reviews
“Interval Type-2 Fuzzy Decision Analysis Framework Based on Online Textual Reviews”, in Advances in Complex Decision Making , Chapman and Hall/CRC , 2023, pp. 66-87.
 2023 BC Interval Type 2-comp_compressed.pdf997.06 KB Supplementary files:
LeSheng Jin, Ronald R. Yager, C. Ma, Luis Martínez, Rosa María Rodríguez Intuitionistic fuzzy type basic uncertain information
IRANIAN JOURNAL OF FUZZY SYSTEMS, vol. 20, pp. 189-197, 2023.
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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.
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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.
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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.
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Diego García-Zamora, Álvaro Labella, Rosa María Rodríguez, Luis Martínez Nonlinear Scaled Preferences in Linguistic Multi-Criteria Group Decision Making
“Nonlinear Scaled Preferences in Linguistic Multi-Criteria Group Decision Making”, in Real Life Applications of Multiple Criteria Decision-Making Techniques in Fuzzy Domain, Singapore : Springer Nature , 2023, pp. 59-83.
 2022-Real Life Applications of Multiple Criteria Decision Making Techniques in Fuzzy Domain.pdf562.54 KB 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.
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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.
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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.
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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, 2023.
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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.
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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.
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Yefan Han, Bapi Dutta, Diego García-Zamora, Luis Martínez Robust Comprehensive Minimum Cost Consensus Model for Multi-Criteria Group Decision Making
“Robust Comprehensive Minimum Cost Consensus Model for Multi-Criteria Group Decision Making”, in Advances in Complex Decision Making , Chapman and Hall/CRC, 2023, pp. 88-108.
 2023 BC Robust_compressed (2).pdf1.94 MB 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:
Álvaro Labella, Diego García-Zamora, Rosa María Rodríguez, Luis Martínez Selection of Circular Economy Indicators through a Large-scale Comprehensive Minimum Cost Consensus Model
“Selection of Circular Economy Indicators through a Large-scale Comprehensive Minimum Cost Consensus Model”, in 13th Conference of the European Society for Fuzzy Logic and Technology, EUSFLAT 2023, Palma (Spain), September 4-8th, 2023, p. 40.
 2023-Labella et al-EUSFLAT.pdf3.58 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.
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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.
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Diego García-Zamora Toma de decisiones inteligentes bajo incertidumbre
Jaén: Universidad de Jaén, 2023.
 Tesis_Memoria_imp_compressed.pdf4.06 MB 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.
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Bapi Dutta, Diego García-Zamora, Álvaro Labella, Luis Martínez Which Prioritization Method is Better for Deriving Priority from Best-Worst Preferences? A Theoretical and Experimental Analysis.
“Which Prioritization Method is Better for Deriving Priority from Best-Worst Preferences? A Theoretical and Experimental Analysis.”, in In The Fourtth International Workshop on Best-Worst Method (BWM-2023), Delft, The Netherlands, 08-09 June , 2023.
 2023 Certificate of Attendance BWM_Diego.pdf105.7 KB Supplementary files:

2022

Álvaro Labella, Diego García-Zamora, Wen He, Rosa María Rodríguez, Luis Martínez Grouping representative points in AHP-FuzzySort with agglomerative hierarchical clustering.
“ Grouping representative points in AHP-FuzzySort with agglomerative hierarchical clustering.”, in The International Symposium on the Analytic Hierarchy Process (ISAHP2022), Online, December 15-18, 2022.
 2022-Labella et al-AHP.pdf630.27 KB Supplementary files:
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.
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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.
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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.
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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.
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Álvaro Labella, Diego García-Zamora, Rosa María Rodríguez, Luis Martínez A Consensus-based Best-Worst Method for Multi-criteria Group Decision-Making
“A Consensus-based Best-Worst Method for Multi-criteria Group Decision-Making”, in Best-Worst Method Workshop 2022, Delf, Netherlands 9-10 June, 2022.
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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.
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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.
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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.
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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.
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Wiem Daoud BenAmor, Luis Martínez, Moalla Frikha A Multigranular Linguistic ARAS Model in Group Decision Making
“A Multigranular Linguistic ARAS Model in Group Decision Making”, in ICAIFLS 2022: 16. International Conference on Artificial Intelligence and Fuzzy Logic Systems, Paris, 2022.
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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.
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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.
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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.
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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.
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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.
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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.
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Álvaro Labella, Bapi Dutta, Luis Martínez An Optimal Best-Worst Prioritization Method under a 2-tuple Linguistic Environment in Decision Making
XXI Congreso de Tecnologías y Lógica Fuzzy (ESTYLF’22), 5-7 Septiembre, Toledo (España). pp. 78-79, 2022.
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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.
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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, vol. 84, 2022.
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Wen He, Rosa María Rodríguez, Luis Martínez Asymmetric distance-based Comprehensive Minimum Cost Consensus Model
“Asymmetric distance-based Comprehensive Minimum Cost Consensus Model”, in 15th International FLINS Conference on Machine Learnng, Multi agent and Cyber physical systems and the 17th International ISKE Conference (FLINS/ISKE 2022) Tianjin (China) 26-28 August , 2022.
 2022-He et al-ISKE.pdf594.9 KB 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.
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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:
Diego García-Zamora, Álvaro Labella, Rosa María Rodríguez, Luis Martínez Comprehensive Minimum Cost Consensus for Analyzing the Cost of Different Agreed Solutions
“Comprehensive Minimum Cost Consensus for Analyzing the Cost of Different Agreed Solutions”, in 15th International FLINS Conference on Machine Learnng, Multi agent and Cyber physical systems and the 17th International ISKE Conference (FLINS/ISKE 2022) Tianjin (China) 26-28 August , 2022.
 2022 ISKE proceedings.pdf636.24 KB Supplementary files:
Diego García-Zamora, Álvaro Labella, Rosa María Rodríguez, Luis Martínez Comprehensive Minimum Cost Consensus Models for ELICIT Information.
“Comprehensive Minimum Cost Consensus Models for ELICIT Information.”, in In 2022 Word Congress on Computational Intelligence - IEEE WCCI2022, Padua, Italy 18-23 July , 2022.
 2021 FUZZ-IEEE proceedings.pdf1.06 MB 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.
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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.
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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.
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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:
Diego García-Zamora, Luis Martínez Flexible-Dimensional EVR-OWA as Mean Estimator for Symmetric Distributions
“Flexible-Dimensional EVR-OWA as Mean Estimator for Symmetric Distributions”, in The 19th International Conference On Information Processing And Management Of Uncertainty In Knowledge-Based Systems (IPMU 2022), Milan (Italy), July 11-15, 2022.
 Ipmu2020.pdf3.65 MB 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.
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Álvaro Labella, Diego García-Zamora, Rosa María Rodríguez, Luis Martínez Fuzzy TODIM for ELICIT Information.
“Fuzzy TODIM for ELICIT Information.”, in International Conference on Intelligent and Fuzzy Systems (INFUS 2022), Istanbul (Turkey), July 19-21, 2022.
 2022-INFUS Intelligent and Fuzzy Systems- ELICIT TODIM-paper-compressed_0.pdf1.65 MB 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.
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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, vol. 616, pp. 276-302, 2022.
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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.
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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.
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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.
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Diego García-Zamora, Álvaro Labella, Pedro Nuñez-Cacho, Rosa María Rodríguez, Luis Martínez Modelos de consenso basados en Mínimo Coste para expresiones ELICIT
XXI Congreso español sobre Tecnologías y Lógica Fuzzy (ESTYLF 2022), celebrado en Toledo el 4 –7 de Septiembre . 2022.
 2022 ESYLF certif presentacion 2_0.pdf240.27 KB Supplementary files: