Publications

In progress

Matheus Pereira Libório, Petr Ekel, Marcos Flávio Silveira Vasconcelos D´Angelo, Luis Martínez, Hamid Rabiei Constructing Composite Indicators through Extreme Values Reductions-Ordered Weighted Averaging: Human Development Index
IEEE Access, pp. 1-1.
 Constructing_Composite_Indicators.pdf1.3 MB Supplementary files:
Yu-Xuan Zhang, Zhengchun Zhou, Xingxing He, Avik Ranjan Adhikary, Bapi Dutta Data-Driven Knowledge Fusion for Deep Multi-Instance Learning
IEEE Transactions on Neural Networks and Learning Systems.
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Zhe Liu, Haoye Qiu, Muhammet Deveci, Sukumar Letchmunan, Luis Martínez Robust multi-view fuzzy clustering with exponential transformation and automatic view weighting
Knowledge-Based Systems, p. 113314.
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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:
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, vol. 321, no. 3, pp. 865-883, 2025.
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Zhen Hua, Luis Martínez, Xiangjie Gou Dynamic clustering-based consensus model for large-scale group decision-making considering overlapping communities
INFORMATION FUSION, vol. 115, p. 102743, 2025.
 1-s2.0-S1566253524005219-main_red.pdf907.56 KB Supplementary files:
Zi-Xin Zhang, Liang Wang, Xianyu Xie, Qinde Wu, Ying-Ming Wang, Rosa María Rodríguez Dynamic critical factors identification: A novel fuzzy DEMATEL method considering heterogeneous information
Expert Systems with Applications, vol. 265, p. 125957, 2025.
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Yefan Han, Bapi Dutta, Diego García-Zamora, Ying Ji, Shaojian Qu, Luis Martínez ELICIT information-based robust large-scale minimum cost consensus model under social networks
Applied Soft Computing, vol. 170, p. 112647, 2025.
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Bapi Dutta, Álvaro Labella, Alessio Ishizaka, Luis Martínez Eliciting personalized AHP scale from verbal pairwise comparisons
Journal of the Operational Research Society, vol. 76, pp. 541-553, 2025.
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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.
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Antonio F. Roldán López de Hierro, A. Cruz, R.H.N. Santiago, C. Roldán, Diego García-Zamora, F. Neres, Humberto Bustince Fuzzy dissimilarities and the fuzzy Choquet integral of triangular fuzzy numbers on [0,1]
Fuzzy Sets and Systems, vol. 505, p. 109277, 2025.
 27 alphaorder choquet_compressed.pdf629.08 KB Supplementary files:
Rosa María Rodríguez, Luis Martínez, Kiril Tenekedjiev Hybrid-Augmented Intelligent Systems: New Trends and Applications
JUCS - Journal of Universal Computer Science, vol. 31, pp. 207-209, 2025.
 jucs-31-3-207_article-150294.pdf206.08 KB 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, vol. 33, no. 3, pp. 1073 - 1087, 2025.
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Peng Wu, Yutong Xie, Ligang Zhou, Muhammet Deveci, Luis Martínez Multi-source data driven decision-support model for product ranking with consumer psychology behavior
Information Fusion, vol. 118, p. 103014, 2025.
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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.
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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.
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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.
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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.
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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.
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Jiabei Li, Ligang Zhou, Luis Martínez, Muhammet Deveci, Qun Wu A two-stage stochastic preference analysis on group decision making with interval additive preference relations
EXPERT SYSTEMS WITH APPLICATIONS, vol. 254, 2024.
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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.
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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.
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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, 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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Zhen-Song Chen, Yi Yang, LeSheng Jin, Bapi Dutta, Luis Martínez, Witold Pedrycz, Radko Mesiar, Humberto Bustince Generalized extended Bonferroni means for isomorphic membership grades
FUZZY SETS AND SYSTEMS, vol. 488, 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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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, vol. 32, pp. 5122-5135, 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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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, vol. 286, p. 111413, 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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Francisco Moya, Francisco José Quesada, Luis Martínez, Francisco Javier Estrella Phonendo: a platform for publishing wearable data on distributed ledger technologies
WIRELESS NETWORKS, vol. 30, pp. 6507-6521, 2024.
 s11276-023-03458-7.pdf1.12 MB Supplementary files:
Jian-Peng Chang, Heng-Xin Ren, Luis Martínez, Witold Pedrycz, Zhen-Song Chen Requirement-driven supplier selection: a multi-criteria QFD-based approach under epistemic and stochastic uncertainties
ANNALS OF OPERATIONS RESEARCH, vol. 342, pp. 1079-1128, 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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Saeid Jafarzadeh Ghoushchi, Abbas Mardani, Luis Martínez Trust number: Trust-based modeling for handling decision-making problems
KNOWLEDGE-BASED SYSTEMS, vol. 305, 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.
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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, 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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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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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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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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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, 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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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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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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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, vol. 221, p. 119748, 2023.
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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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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.
 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.
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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.
 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:
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, vol. 25, pp. 980–996, 2023.
 online_1.pdf1.37 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.
 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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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.
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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.
 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.
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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.
 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.
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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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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:
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.
 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:
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.
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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:
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.
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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.
 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:
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, vol. 318, pp. 67–102, 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:
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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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Pavel Anselmo Alvarez, Alessio Ishizaka, Luis Martínez Multiple-criteria decision-making sorting methods: A survey
Expert Systems with Applications, vol. 183, p. 115368, 2021.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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Liang Wang, Y.M. Wang, Luis Martínez "Fuzzy TODIM method based on alpha-level sets"
"Expert Systems with Applications", vol. 140, p. "112899", 2020.
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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.
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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.
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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.
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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.
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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.
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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.
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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.
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2019

Qingxing Dong, Xin Zhou, Luis Martínez "A Hybrid Group Decision Making Framework for Achieving Agreed Solutions based on Stable Opinions"
"Information Sciences", vol. 490, pp. 227-243, 2019.
 Supplementary files:
Zhen-Song Chen, Cheng Yu, Kwai-Sang Chin, Luis Martínez "An enhanced ordered weighted averaging operators generation algorithm with applications for multicriteria decision making"
"Applied Mathematical Modelling", vol. 71, pp. 467-490, 2019.
 Supplementary files:
Hasan Dinçer, Serhat Yüksel, Luis Martínez "Analysis of Balanced Scorecard-based SERVQUAL Criteria based on Hesitant Decision-making Approaches"
"Computers & Industrial Engineering", vol. 139, pp. 1 - 12, 2019.
 Supplementary files:
Hasan Dinçer, Serhat Yüksel, Luis Martínez "Balanced scorecard-based Analysis about European Energy Investment Policies: A hybrid hesitant fuzzy decision-making approach with Quality Function Deployment"
"Expert Systems with Applications", vol. 115, pp. 152-179, 2019.
 1-s2.0-S0957417418305001-main.pdf8.02 MB Supplementary files:
Osama Sohaib, Mohsen Naderpour, Walayat Hussain, Luis Martínez "Cloud Computing Model Selection for E-commerce Enterprises Using a New 2-tuple Fuzzy Linguistic Decision-Making Method"
"Computers & Industrial Engineering", vol. 32, pp. 47-58, 2019.
 Supplementary files:
Yaya Liu, Rosa María Rodríguez, José C. Rodríguez Alcantud, Keyun Qin, Luis Martínez "Hesitant linguistic expression soft sets: Application to group decision making"
"Computers & Industrial Engineering", vol. 136, pp. 575-590, 2019.
 Supplementary files:
Hasan Dinçer, Serhat Yüksel, Luis Martínez "Interval type 2-based hybrid fuzzy evaluation of financial services in E7 economies with DEMATEL-ANP and MOORA methods"
"Applied Soft Computing", vol. 79, pp. 186-202, 2019.
 Supplementary files:
Long-Hao Yang, Jun Liu, Y.M. Wang, Luis Martínez "New activation weight calculation and parameter optimization for extended belief rule-based system based on sensitivity analysis"
"Knowledge and Information Systems", vol. "60", pp. 837-878, 2019.
 Supplementary files:
Hamidreza Seiti, Ashkan Hafezalkotob, Luis Martínez "R-numbers, a new risk modeling associated with fuzzy numbers and its application to decision making"
"Information Sciences", vol. 483, pp. 206-231, 2019.
 Supplementary files:
Zhen-Song Chen, Luis Martínez, Jian-Peng Chang, Xian-Jia Wang, Sheng-Hua Xionge, Kwai-Sang Chin "Sustainable building material selection: A QFD- and ELECTRE III-embedded hybrid MCGDM approach with consensus building"
Engineering Applications of Artificial Intelligence, vol. 85, pp. 783-807, 2019.
 Supplementary files:
Jorge Castro, Raciel Yera, A. A. Alzahrani, Pedro José Sánchez, Manuel José Barranco, Luis Martínez A Big Data Semantic Driven Context Aware Recommendation Method for Question-Answer Items
IEEE Access, vol. 7, no. 1, pp. 182664-182678, 2019.
 08924671-published.pdf2.57 MB Supplementary files:
Raciel Yera, A. A. Alzahrani, Luis Martínez A food recommender system considering nutritional information and user preferences
IEEE Access, vol. 7, no. 1, pp. 96695-96711, 2019.
 On-line-food-nutrition.pdf8.72 MB Supplementary files:
Bapi Dutta, Álvaro Labella, Rosa María Rodríguez, Luis Martínez Aggregating Interrelated Attributes in Multi-Attribute Decision-Making With ELICIT Information Based on Bonferroni Mean and Its Variants
International Journal of Computational Intelligence Systems, vol. 12, no. 2, pp. 1179 - 1196, 2019.
 proof-online.pdf2.26 MB Supplementary files:
Yejun Xu, Pengqun Gao, Luis Martínez An interindividual iterative consensus model for fuzzy preference relations
International Journal of Intelligent Systems, vol. 34, no. 8, pp. 1864-1888, 2019.
 Supplementary files:
Cong-Cong Li, Rosa María Rodríguez, Luis Martínez, Yucheng Dong, Francisco Herrera Consensus Building With Individual Consistency Control in Group Decision Making
IEEE Transactions on Fuzzy Systems, vol. 27, pp. 319-332, 2019.
 Supplementary files:
Gernot Salzer, Agata Ciabattoni, Christian G. Fermüller, Martin Haiduk, Harald Kittler, Arno Lukas, Rosa María Rodríguez, Antonia Wesinger, Elisabeth Riedl Dermtrainer: A Decision Support System for Dermatological Diseases
CoRR, vol. abs/1907.00635, 2019.
 2019-Salzer et al-CoRR.pdf935.41 KB Supplementary files:
Gábor Bella, Fiona McNeill, David Leoni, Francisco José Quesada, Fausto Giunchiglia Diversicon: Pluggable lexical domain knowledge
Journal on Data Semantics, vol. 8, pp. 219-234, 2019.
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Raciel Yera, Manuel José Barranco, A. A. Alzahrani, Luis Martínez Exploring Fuzzy Rating Regularities for Managing Natural Noise in Collaborative Recommendation
International Journal of Computational Intelligence Systems, vol. 12, no. 2, pp. 1382 - 1392, 2019.
 125923236-publicado.pdf748.26 KB Supplementary files:
María Dolores Pelaez-Aguilera, Macarena Espinilla, Maria Fernandez-Olmo, Javier Medina Fuzzy Linguistic Protoforms to summarize Heart Rate Streams of Patients with Ischemic Heart Disease
Complexity, vol. 2019, pp. 1-11, 2019.
 2694126.pdf3.73 MB Supplementary files:
Zhen-Song Chen, Xuan Zhang, Rosa María Rodríguez, Xian-Jia Wang, Kwai-Sang Chin Heterogeneous Interrelationships among Attributes in Multi-Attribute Decision-Making: An Empirical Analysis
International Journal of Computational Intelligence Systems, vol. 12, no. 2, pp. 984-997, 2019.
 2019-Chen et al-IJCIS-vol12-2.pdf2.33 MB Supplementary files:
J. Chang, Zhen-Song Chen, X. Liu, W. Kong, S. Xiong, Luis Martínez Paradigm shift toward aggregation strategies in proportional hesitant fuzzy multi-criteria group decision making models of advanced practice for selecting electric vehicle battery supplier
IEEE Access, vol. 7, no. 1, pp. 172534-172561, 2019.
 08915698-published.pdf12.91 MB Supplementary files:
Peng Hao, Guangquan Zhang, Luis Martínez, Jie Lu Regularizing Knowledge Transfer in Recommendation With Tag-Inferred Correlation
IEEE Transactions on Cybernetics, vol. 49, no. 1, pp. 83-96, 2019.
 Supplementary files:
Zhou Xu, Jindong Qin, J. Liu, Luis Martínez Sustainable supplier selection based on AHPSort Ⅱ in interval type-2 fuzzy environment
Information Sciences, vol. 483, pp. 273-293, 2019.
 Supplementary files:
Q. Yu, Y. Liu, D. Xia, Luis Martínez The Strategy Evolution in Double Auction Based on the Experience-Weighted Attraction Learning Model
IEEE Access, vol. 7, no. 1, pp. 16730-16738, 2019.
 Supplementary files:
Francisco Figueroa Perez, Juan C. Leyva Lopez, Luis C. Santillan, Edgar O. Perez Contreras, Pedro José Sánchez The Use of Marketing Decision Support Systems for New Product Design: A Review
International Journal of Computational Intelligence Systems, vol. 12, pp. 761-774, 2019.
 125912324-1.pdf374.08 KB Supplementary files:
Yaya Liu, Rosa María Rodríguez, H. Hagras, Hongbin Liu, Keyun Qin, Luis Martínez Type-2 fuzzy envelope of hesitant fuzzy linguistic term set: a new representation model of comparative linguistic expression
IEEE Transactions on Fuzzy Systems, vol. 27, no. 12, pp. 2312-2326, 2019.
 Supplementary files:

2018

Álvaro Labella, Yaya Liu, Rosa María Rodríguez, Luis Martínez "Analyzing the performance of classical consensus models in large scale group decision making: A comparative study"
Applied Soft Computing, vol. 67, pp. 677-690, 2018.
 1-s2.0-S1568494617303101-main.pdf2.27 MB Supplementary files:
Long-Hao Yang, Jun Liu, Y.M. Wang, Luis Martínez "Extended belief-rule-based system with new activation rule determination and weight calculation for classification problems"
"Applied Soft Computing", vol. "72", pp. 261-272, 2018.
 published.pdf1.25 MB Supplementary files:
Yaya Liu, Keyun Qin, Luis Martínez "Improving decision making approaches based on fuzzy soft sets and rough soft sets"
Applied Soft Computing, vol. 65, pp. 320-332, 2018.
 1-s2.0-S1568494618300188-main.pdf506.04 KB Supplementary files:
Yeleny Zulueta, Lina García-Cabrera A Choquet integral-based approach to multiattribute decision-making with correlated periods
Granular Computing, vol. 3, pp. 245-256, 2018.
 Supplementary files:
Liang Wang, Rosa María Rodríguez, Y.M. Wang A dynamic multi-attribute group emergency decision making method considering experts hesitation
International Journal of Computational Intelligence Systems, vol. 11, pp. 163-182, 2018.
 2017-Wang et al.IJCIS-vol11.pdf652.11 KB Supplementary files:
Hongbin Liu, Le Jiang, Luis Martínez A dynamic multi-criteria decision making model with bipolar linguistic term sets
Expert Systems with Applications, vol. 95, pp. 104-112, 2018.
 Supplementary files:
Alberto Salguero, Macarena Espinilla A flexible text analyzer based on ontologies. An application for detecting discriminatory language
Language Resources and Evaluation, vol. 52, pp. 185-215, 2018.
 analyzer.pdf930.12 KB Supplementary files:
Jorge Castro, Raciel Yera, Luis Martínez A fuzzy approach for natural noise management in group recommender systems
Expert Systems with Applications, vol. 94, pp. 237-249, 2018.
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Alexandros Nikas, Haris Doukas, Luis Martínez A group decision making tool for assessing climate policy risks against multiple criteria
Heliyon, vol. 4, p. e00588, 2018.
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Long-Hao Yang, Y.M. Wang, Jun Liu, Luis Martínez A joint optimization method on parameter and structure for belief-rule-based systems
Knowledge-Based Systems, vol. 142, pp. 220-240, 2018.
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Rosa María Rodríguez, Álvaro Labella, Guy De Tré, Luis Martínez A large scale consensus reaching process managing group hesitation
Knowledge-Based Systems, vol. 159, no. 1, pp. 86-97, 2018.
 1-s2.0-S0950705118303137-main.pdf1.48 MB Supplementary files:
Raciel Yera, Yailé Caballero Mota, Luis Martínez A Recommender System for Programming Online Judges Using Fuzzy Information Modeling
Informatics, vol. 5, 2018.
 informatics-05-00017.pdf860.74 KB Supplementary files:
Victor M. Mondragon, Vicente Garcia Diaz, Rubén González Crespo, Carlos Porcel, Enrique Herrera-Viedma Adaptive contents for Interactive TV guided by machine learning based on predictive sentiment analysis of data
Soft Computing, vol. 22, no. 8, pp. 2731-2752, 2018.
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Carlos Porcel, A. Ching-López, G. Lefranc, V. Loia, E. Herrera-Viedma An academic social network based on a personalized fuzzy linguistic recommender system
Engineering Applications of Artificial Intelligence, vol. 75, pp. 1-10, 2018.
 Supplementary files:
Zaiwu Gong, Ning Zhang, Kevin Li, Luis Martínez, Wei Zhao Consensus decision models for preferential voting with abstentions
Computers & Industrial Engineering, vol. 115, pp. 670-682, 2018.
 Supplementary files:
Cong-Cong Li, Rosa María Rodríguez, Francisco Herrera, Luis Martínez, Yucheng Dong Consistency of hesitant fuzzy linguistic preference relations: An interval consistency index
Information Sciences, vol. 432, pp. 347-361, 2018.
 Supplementary files:
Osman Taylan, Muhammed R. Kabli, Carlos Porcel, Enrique Herrera-Viedma Contractor Selection for Construction Projects Using Consensus Tools and Big Data
International Journal of Fuzzy Systems, vol. 20, no. 4, pp. 1267-1281, 2018.
 Supplementary files:
Zhen-Song Chen, Kwai-Sang Chin, Luis Martínez, K.L. Tsui Customizing Semantics for Individuals with Attitudinal HFLTS Possibility Distributions
IEEE Transactions on Fuzzy Systems, vol. 26, pp. 3452-3466, 2018.
 Supplementary files:
Javier Medina, Shuai Zhang, Chris Nugent, Macarena Espinilla Ensemble classifier of Long Short-Term Memory with Fuzzy Temporal Windows on binary sensors for Activity Recognition
Expert Systems with Applications, vol. 114, pp. 441-453, 2018.
 2018_ESWA.pdf1.38 MB Supplementary files:
Rosa María Rodríguez, Yejun Xu, Luis Martínez, Francisco Herrera Exploring Consistency for Hesitant Preference Relations in Decision Making: Discussing Concepts, Meaning and Taxonomy
Journal of Multiple Valued Logic & Soft Computing, vol. 30, pp. 129-154, 2018.
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Boris Yatsalo, Luis Martínez Fuzzy Rank Acceptability Analysis: A Confidence Measure of Ranking Fuzzy Numbers
IEEE Transactions on Fuzzy Systems, vol. 26, no. 6, pp. 3579-3593, 2018.
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Jindong Qin, Xinwang Liu, Luis Martínez Granular Computing in Decision Making
Granular Computing, vol. 3, no. 3, pp. 191-192, 2018.
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Jorge Castro, Manuel José Barranco, Rosa María Rodríguez, Luis Martínez Group Recommendations Based on Hesitant Fuzzy Sets
International Journal of Intelligent Systems, vol. 33, pp. 2058-2077, 2018.
 Castro_et_al-2018-International_Journal_of_Intelligent_Systems.pdf891.4 KB Supplementary files:
Rosa María Rodríguez, Z.S Xu, Luis Martínez Hesitant fuzzy information for information fusion in decision making
Information Fusion, vol. 42, pp. 62-63, 2018.
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Zhen-Song Chen, M. Xu, X. Wang, Kwai-Sang Chin, K. L. Tsui, Luis Martínez Individual Semantics Building for HFLTS Possibility Distribution with Applications in Domain-specific Collaborative Decision Making
IEEE Access, vol. 6, pp. 78803-78828, 2018.
 published-08565845.pdf5.21 MB Supplementary files:
Javier Medina, Macarena Espinilla, Luis Martínez, Angel Luis García Intelligent multi-dose medication controller for fever: from wearable devices to remote dispensers
Computers and Electrical Engineering, vol. 65, pp. 400-412, 2018.
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J. Bernabé-Moreno, A. Tejeda-Lorente, Carlos Porcel, E. Herrera-Viedma Leveraging localized social media insigths for industry early warning systems
International Journal of Information Technology & Decision Making, vol. 17, no. 1, pp. 357-385, 2018.
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T González-Arteaga, Rocío de Andrés, Luis Martínez Managing Interacting Criteria: Application to Environmental Evaluation Practices
Axioms, vol. 7, 2018.
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Alberto Salguero, Macarena Espinilla Ontology-based feature generation to improve accuracy of activity recognition in smart environments
Computers and Electrical Engineering, vol. 68, pp. 1-13, 2018.
 Salguero2018b.pdf831.6 KB Supplementary files:
Jorge Castro, Jie Lu, Guangquan Zhang, Yucheng Dong, Luis Martínez Opinion Dynamics-Based Group Recommender Systems
IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 48, no. 12, pp. 2394-2406, 2018.
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Cong-Cong Li, Rosa María Rodríguez, Luis Martínez, Yucheng Dong, Francisco Herrera Personalized individual semantics based on consistency in hesitant linguistic group decision making with comparative linguistic expressions
Knowledge-Based Systems, vol. 145, pp. 156-165, 2018.
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Javier Medina, Miguel Angel Lopez Medina, Alberto Salguero, Macarena Espinilla Predicting the Urgency Demand of COPD Patients from Environmental Sensors Within Smart Cities with High-Environmental Sensitivity
IEEE Access, vol. 6, pp. 25081-25089, 2018.
 Supplementary files:
J. Bernabé-Moreno, A. Tejeda-Lorente, Carlos Porcel, E. Herrera-Viedma Quantifying the emotional impact of events on locations with Social Media
Knowledge Based System, vol. 146, pp. 44-57, 2018.
 Supplementary files:
Emiro de la Hoz, Paola Ariza-Colpas, Javier Medina, Macarena Espinilla Sensor-based datasets for Human Activity Recognition - A Systematic Review of Literature
IEEE Access, vol. 6, pp. 1-19, 2018.
 2018-IEEE-Emiro.pdf9.68 MB Supplementary files:
Macarena Espinilla, Luis Martínez, Javier Medina, Chris Nugent The Experience of Developing the UJAmI Smart Lab
IEEE Access, vol. 6, pp. 34631-34642, 2018.
 08390914.pdf1.93 MB Supplementary files:
Zhen-Song Chen, Luis Martínez, Kwai-Sang Chin, Kwok-Leung Tsui Two-stage Aggregation Paradigm for \HFLTS\ Possibility Distributions: A Hierarchical Clustering Perspective
Expert Systems with Applications, vol. 104, pp. 43-66, 2018.
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Francisco Chiclana, Francisco Mata, Luis Gonzaga Pérez, Enrique Herrera-Viedma Type-1 OWA Unbalanced Fuzzy Linguistic Aggregation Methodology: Application to Eurobonds Credit Risk Evaluation
International Journal of Intelligent Systems, vol. 33, no. 5, pp. 1071-1078, 2018.
 Chiclana_et_al-2018-International_Journal_of_Intelligent_Systems.pdf796.65 KB Supplementary files:
Cuiping Wei, Rosa María Rodríguez, Luis Martínez Uncertainty Measures of Extended Hesitant Fuzzy Linguistic Term Sets
IEEE Transactions on Fuzzy Systems, vol. 26, no. 3, pp. 1763-1768, 2018.
 Supplementary files:
Alberto Salguero, Macarena Espinilla, Pablo de la Torre, Javier Medina Using Ontologies for the Online Recognition of Activities of Daily Living
Sensors, vol. 18, no. 4, 2018.
 ASalguero_sensors.pdf1.91 MB Supplementary files:

2017

Yaya Liu, Luis Martínez, Keyun Qin A Comparative Study of Some Soft Rough Sets
Symmetry, vol. 9, no. 11, 2017.
 Yaya-symmetry-09-00252-2017.pdf479.83 KB Supplementary files:
M. Muñoz, E. Miranda, Pedro José Sánchez A Fuzzy System for Estimating Premium Cost of Option Exchange Using Mamdani Inference: Derivatives Market of Mexico
INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, vol. 10, pp. 153-164, 2017.
 ijcis_10_153_164 (1).pdf1.61 MB Supplementary files:
Liang Wang, Y.M. Wang, Luis Martínez A group decision method based on prospect theory for emergency situations
Information Sciences, vol. 418-419, pp. 119-135, 2017.
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Z.X. Zhang, L. Wang, Rosa María Rodríguez, Y.M. Wang, Luis Martínez A hesitant group emergency decision making method based on prospect theory
Complex and Intelligent Systems, vol. 3, pp. 177-187, 2017.
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Yeleny Zulueta, Rosa María Rodríguez, Rafael Bello, Luis Martínez A Hesitant Heterogeneous Approach for Environmental Impact Significance Assessment
Journal of Environmental Informatics, vol. 29, no. 2, pp. 74-87, 2017.
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Raciel Yera, Luis Martínez A recommendation approach for programming online judges supported by data preprocessing techniques
Applied Intelligence, vol. 47, pp. 277-290, 2017.
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Álvaro Labella, Francisco Javier Estrella, Luis Martínez AFRYCA 2.0: an improved analysis framework for consensus reaching processes
Progress in Artificial Intelligence, vol. 6, pp. 181-194, 2017.
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Jorge Castro, Raciel Yera, Luis Martínez An empirical study of natural noise management in group recommendation systems
Decision Support Systems, vol. 94, pp. 1-11, 2017.
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Pilar Gómez, Antonio Partal, Macarena Espinilla Classification of the risk in the new financing framework of the Deposit Guarantee Systems in Europe: K-Means Cluster Analysis and Soft Computing
International Journal of Computational Intelligence Systems, vol. 10, pp. 78-89, 2017.
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C. Shewell, Javier Medina, Macarena Espinilla, Chris Nugent, M. Donnelly, Huimin Wang Comparison of Fiducial Marker Detection and Object Interaction in Activities of Daily Living Utilising a Wearable Vision Sensor.
International Journal of Communication Systems, vol. 30, 5 vol., pp. 1-15, 2017.
 3-Comparison.pdf516.99 KB Supplementary files:
Macarena Espinilla, Chris Nugent Computational Intelligence for Smart Environments
International Journal of Computational Intelligence Systems, vol. 10, 1 vol., pp. 1250-1251, 2017.
 ijcis_10_1250_1251.pdf455.82 KB Supplementary files:
Macarena Espinilla, Javier Medina, Angel Luis García, Sixto Campana, Jorge Peláez Fuzzy Intelligent System for Patients with Preeclampsia in Wearable Devices
Mobile Information Systems, vol. 2017, pp. 1-10, 2017.
 MEspinillaMis.pdf2.07 MB Supplementary files:
Carlos Porcel, Alberto Ching-López, Alvaro Tejeda-Lorente, Juan Bernabé-Moreno, Enrique Herrera-Viedma Fuzzy linguistic recommender systems for the selective diffusion of information in digital libraries
Journal of Information Processing Systems (JIPS), vol. 13, no. 4, pp. 653 - 667, 2017.
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Boris Yatsalo, Alexander Korobov, Luis Martínez Fuzzy Multi-Criteria Acceptability Analysis: A new Approach to Multi-Criteria Decision Analysis under Fuzzy Environment
Expert Systems with Applications, vol. 84, pp. 262-271, 2017.
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Raciel Yera, Luis Martínez Fuzzy Tools in Recommender Systems: A Survey
International Journal of Computational Intelligence Systems, vol. 10, pp. 776-803, 2017.
 ijcis_10_776_803.pdf2.35 MB Supplementary files:
Yucheng Dong, Zhaogang Ding, Luis Martínez, Francisco Herrera Managing consensus based on leadership in opinion dynamics
Information Sciences, vol. 397-398, pp. 187-205, 2017.
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Z. Zhang, C. Guo, Luis Martínez Managing Multigranular Linguistic Distribution Assessments in Large-Scale Multiattribute Group Decision Making
IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 47, pp. 3063-3076, 2017.
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Liang Wang, Álvaro Labella, Rosa María Rodríguez, Y.M. Wang, Luis Martínez Managing Non-Homogeneous Information and Experts Psychological Behavior in Group Emergency Decision Making
Symmetry, vol. 9, no. 10, 2017.
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Macarena Espinilla, Javier Medina, Alberto Calzada, Jun Liu, Luis Martínez, Chris Nugent Optimizing the configuration of an heterogeneous architecture of sensors for activity recognition, using the extended belief rule-based inference methodology
Microprocessors and Microsystems, vol. 52, pp. 381-390, 2017.
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Cong-Cong Li, Yucheng Dong, Francisco Herrera, Enrique Herrera-Viedma, Luis Martínez Personalized individual semantics in Computing with Words for supporting linguistic Group Decision Making. An Application on Consensus reaching
Information Fusion, vol. 33, no. 1, pp. 29-40, 2017.
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Javier Medina, Maria Fernandez-Olmo, M.D. Peláez, Macarena Espinilla Real-Time Monitoring in Home-Based Cardiac Rehabilitation Using Wrist-Worn Heart Rate Devices
Sensors, vol. 17, 2017.
 2017_JMedina_0 (1).pdf6.27 MB Supplementary files:
Macarena Espinilla, Jun Liu, Juan Chamizo Recent Advancements in Ubiquitous Computing
Journal of Ambient Intelligence and Humanized Computing, vol. 8, 4 vol., pp. 467-468, 2017.
 10.1007_s12652-017-0476-6(1).pdf335.45 KB Supplementary files:
Francisco Javier Estrella, Sezi Onar, Rosa María Rodríguez, Basar Oztaysi, Luis Martínez, C. Kahraman Selecting firms in University technoparks: A hesitant linguistic fuzzy TOPSIS model for heterogeneous contexts
Journal of Intelligent and Fuzzy Systems, vol. 33, no. 2, pp. 1155-1172, 2017.
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Javier Medina, Luis Martínez, Macarena Espinilla Subscribing to fuzzy temporal aggregation of heterogeneous sensor streams in real-time distributed environments
International Journal of Communication Systems, vol. 30, no. 5, 2017.
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2016

Luis Gonzaga Pérez, Francisco Mata, Francisco Chiclana, Gang Kou, E. Herrera-Viedma "Modelling influence in group decision making"
Soft Computing, vol. 20, pp. 1653-1665, 2016.
 published.pdf729.7 KB Supplementary files:
Raciel Yera, Jorge Castro, Luis Martínez A fuzzy model for managing natural noise in recommender systems
Applied Soft Computing, vol. 40, pp. 187-198, 2016.
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Luis Martínez, Jie Lu A Humble Tribute to 50 Years of Fuzzy Sets
International Journal of Computational Intelligence Systems, vol. 9, pp. 1-2, 2016.
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Yeleny Zulueta, David Rodríguez, Rafael Bello, Luis Martínez A linguistic fusion approach for heterogeneous Environmental Impact Significance Assessment
Applied Mathematical Modelling, vol. 40, pp. 1402-1417, 2016.
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Susanna Spinsante, Alberto Angelici, Jens Lundström, Macarena Espinilla, Ian Cleland, Chris Nugent A Mobile Application for Easy Design and Testing of Algorithms to Monitor Physical Activity in the Workplace
Mobile Information Systems, p. 17, 2016.
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Rosa María Rodríguez, B. Bedregal, Humberto Bustince, Yucheng Dong, B. Farhadinia, C. Kahraman, Luis Martínez, Vicenç c Torra, Y.J. Xu, Z.S Xu, Francisco Herrera A Position and Perspective Analysis of Hesitant Fuzzy Sets on Information Fusion in Decision Making. Towards High Quality Progress
Information Fusion, vol. 29, pp. 89-97, 2016.
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Nuria Medina-Medina, Lina García-Cabrera A taxonomy for user models in adaptive systems: special considerations for learning environments
The Knowledge Engineering Review, pp. 1-18, 2016.
 TaxonomyKER2016 1.pdf33.62 KB Supplementary files:
Rosa María Rodríguez, Álvaro Labella, Luis Martínez An Overview on Fuzzy Modelling of Complex Linguistic Preferences in Decision Making
International Journal of Computational Intelligence Systems, vol. 9, pp. 81-94, 2016.
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Yejun Xu, Lei Chen, Rosa María Rodríguez, Francisco Herrera, Huimin Wang Deriving the priority weights from incomplete hesitant fuzzy preference relations in group decision making
Knowledge-Based Systems, vol. 99, pp. 71-78, 2016.
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Cuiping Wei, Feifei Yan, Rosa María Rodríguez Entropy measures for hesitant fuzzy sets and their application in multi-criteria decision-making
Journal of Intelligent & Fuzzy Systems, vol. 31, pp. 673-685, 2016.
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Colin Shewell, Chris Nugent, Mark Donnelly, Haiying Wang, Macarena Espinilla Indoor localisation through object detection within multiple environments utilising a single wearable camera
Health and Technology, pp. 1-10, 2016.
 Colin2016.pdf586.56 KB Supplementary files:
Jun Liu, Rosa María Rodríguez, Luis Martínez New Trends of Information Fusion in Decision Making
Information fusion, vol. 29, pp. 87-88, 2016.
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2015

Jorge Castro, Francisco José Quesada, Iván Palomares, Luis Martínez A Consensus-Driven Group Recommender System
International Journal of Intelligent Systems, vol. 30, pp. 887-906, 2015.
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Cuiping Wei, Zhiliang Ren, Rosa María Rodríguez A Hesitant Fuzzy Linguistic TODIM Method Based on a Score Function
International Journal of Computational Intelligence Systems, vol. 8, pp. 701-712, 2015.
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Carmen Martínez-Cruz, Carlos Porcel, Juan Bernabé-Moreno, Enrique Herrera-Viedma A model to represent users trust in recommender systems using ontologies and fuzzy linguistic modeling
Information Sciences, pp. 102-118, 2015.
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Juan Bernabé-Moreno, álvaro Tejeda-Lorente, Carlos Porcel, Enrique Herrera-Viedma A new model to quantify the impact of a topic in a location over time with Social Media
Expert Systems With Applications, vol. 42, pp. 3381-3395, 2015.
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Alberto Calzada, Jun Liu, Huimin Wang, Chris Nugent, Luis Martínez Application of a Spatial Intelligent Decision System on Self-Rated Health Status Estimation
Journal of Medical Systems, vol. 39, 2015.
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Juan Bernabé-Moreno, álvaro Tejeda-Lorente, Carlos Porcel, Enrique Herrera-Viedma CARESOME: A system to enrich marketing customers acquisition and retention campaigns using social media information
Knowledge-Based Systems, vol. 80, pp. 163-179, 2015.
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Luis Martínez, Ronei De Moraes Computational Intelligence Applications for Data Science
Knowledge Based Systems, vol. 67, pp. 1-2, 2015.
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Raciel Yera, Y Caballero, Luis Martínez Correcting noisy ratings in collaborative recommender systems
Knowledge-based Systems, vol. 76, pp. 96-108, 2015.
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Francisco José Quesada, Iván Palomares, Luis Martínez Managing experts behavior in large-scale consensus reaching processes with uninorm aggregation operators
Applied Soft Computing, vol. 35, pp. 873-887, 2015.
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Tianrui Li, Jie Lu, Luis Martínez Preface: Intelligent Techniques for Data Science
International Journal of Intelligent Systems, vol. 30, no. 8, pp. 851-853, 2015.
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Macarena Espinilla, N Halouani, H Chabchoub Pure linguistic PROMETHEE I and II methods for heterogeneous MCGDM problems
International Journal of Computational Intelligence Systems, vol. 8, pp. 250-264, 2015.
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álvaro Tejeda-Lorente, Carlos Porcel, Juan Bernabé-Moreno, Enrique Herrera-Viedma REFORE: A recommender system for researchers based on bibliometrics.
Applied Soft Computing, 2015.
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E. Herrera-Viedma, J. Bernabé-Moreno, Carlos Porcel, M.A. Martínez Solidarity in Social Media: when users abandon their comfort zone - The Charlie Hebdo case
Icono 14, vol. 13, pp. 6-22, 2015.
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2014

Iván Palomares, Luis Martínez, Francisco Herrera A Consensus Model to Detect and Manage Non-Cooperative Behaviors in Large Scale Group Decision Making
IEEE Transactions on Fuzzy Systems, vol. 22, pp. 516-530, 2014.
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Yeleny Zulueta, J Martínez-Moreno, Rafael Bello, Luis Martínez A Discrete Time Variable Index for Supporting Dynamic Multi-criteria Decision Making
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, vol. 22, pp. 1-22, 2014.
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Hongbin Liu, Rosa María Rodríguez A fuzzy envelope for hesitant fuzzy linguistic term set and its application to multicriteria decision making
Information Sciences, vol. 258, pp. 220-238, 2014.
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álvaro Tejeda-Lorente, Carlos Porcel, E. Peis, Rosa Sanz, Enrique Herrera-Viedma A quality based recommender system to disseminate information in a university digital library
Information Sciences, vol. 261, pp. 52-69, 2014.
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Iván Palomares, Luis Martínez A Semi-Supervised Multi-Agent System Model to support Consensus Reaching Processes
IEEE Transactions on Fuzzy Systems, vol. 22, pp. 762-777, 2014.
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Lina García-Cabrera, Nuria Medina-Medina, Pedro José Sánchez, Luis Martínez An axiomatic approach to maintaining the consistency of a hypermedia information system based on the SEM-HP model
Logic Journal of IGPL, vol. 22, 2014.
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Luis Martínez, Francisco Herrera Challenges of computing with words in decision making
Information Sciences, vol. 258, pp. 218-219, 2014.
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Macarena Espinilla, J Montero, J.T Rodríguez Computational Intelligence in Decision Making
International Journal of Computational Intelligence Systems, vol. 7, pp. 1-5, 2014.
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Iván Palomares Consensus model for large-scale group decision support in IT services management
Intelligent Decision Technologies, vol. 8, pp. 81-94, 2014.
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Iván Palomares, Francisco Javier Estrella, Luis Martínez, Francisco Herrera Consensus under a Fuzzy Context: Taxonomy, Analysis Framework AFRYCA and Experimental Case of Study
Information Fusion, vol. 20, pp. 252-271, 2014.
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Francisco Javier Estrella, Macarena Espinilla, Francisco Herrera, Luis Martínez FLINTSTONES: A fuzzy linguistic decision tools enhancement suite based on the 2-tuple linguistic model and extensions
Information Sciences, vol. 280, pp. 152-170, 2014.
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Francisco Javier Estrella, Macarena Espinilla, Luis Martínez Fuzzy Linguistic Olive Oil Sensory Evaluation Model based on Unbalanced Linguistic Scales
Journal of Multiple-valued Logic and Soft Computing, vol. 22, pp. 501-520, 2014.
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Francisco Herrera, Luis Martínez, Vicenç c Torra, Z.S Xu Hesitant Fuzzy Sets: An emerging Tool in Decision Making
International Journal of Intelligent Systems, vol. 29, pp. 493-494, 2014.
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Rosa María Rodríguez, Luis Martínez, Vicenç c Torra, Z.S Xu, Francisco Herrera Hesitant fuzzy sets: State of the art and future directions
International Journal of Intelligent Systems, vol. 29, pp. 495-524, 2014.
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Iván Palomares, Luis Martínez, Francisco Herrera MENTOR: A Graphical Monitoring Tool of Preferences Evolution in Large-Scale Group Decision Making
Knowledge-based Systems, vol. 58, pp. 66-74, 2014.
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Luis Gonzaga Pérez, Francisco Mata, Francisco Chiclana Social Network Decision Making with Linguistic Trustworthiness-Based Induced OWA Operators
International Journal of Intelligent Systems, vol. 29, pp. 1117-1137, 2014.
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B Esteban, álvaro Tejeda-Lorente, Carlos Porcel, Manolo Arroyo, Enrique Herrera-Viedma TPLUFIB-WEB: A fuzzy linguistic Web system to help in the treatment of low back pain problems
Knowledge-Based Systems, vol. 67, pp. 429-438, 2014.
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Francisco Mata, Luis Gonzaga Pérez, Shang-Ming Zhou, Francisco Chiclana Type-1 OWA methodology to consensus reaching processes in multi-granular linguistic contexts
Knowledge-based Systems, vol. 58, pp. 11-22, 2014.
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Jorge Castro, Rosa María Rodríguez, Manuel José Barranco Weighting of Features in Content-Based Filtering with Entropy and Dependence Measures
International Journal of Computational Intelligence Systems, vol. 7, pp. 80-89, 2014.
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2013

Macarena Espinilla, Rocío de Andrés, Francisco Jesús Martínez, Luis Martínez A 360-degree performance appraisal model dealing with heterogeneous information and dependent criteria
Information Sciences, vol. 222, pp. 459-471, 2013.
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Lina García-Cabrera, Ildefonso Ruano-Ruano, José Ramón Balsas-Almagro A b-learning methodology case for faculty at high education
Journal of Cases on Information Technology (JCIT), vol. 15, pp. 19-35, 2013.
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Miguel Mateo Badaracco, Luis Martínez A fuzzy linguistic algorithm for adaptive test in Intelligent Tutoring System based on competences
Expert Systems with Applications, vol. 40, pp. 3073-3086, 2013.
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Rosa María Rodríguez, Luis Martínez, Francisco Herrera A Group Decision Making Model Dealing with Comparative Linguistic Expressions based on Hesitant Fuzzy Linguistic Term Sets
Information Sciences, vol. 241, pp. 28-42, 2013.
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Jun Liu, Luis Martínez, Alberto Calzada, Huimin Wang A novel belief rule base representation, generation and its inference methodology
Knowledge-based Systems, vol. 53, pp. 129-141, 2013.
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Rosa María Rodríguez, Luis Martínez An Analysis of Symbolic Linguistic Computing Models in Decision Making
International Journal of General Systems, vol. 42, pp. 121-136, 2013.
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Iván Palomares, Rosa María Rodríguez, Luis Martínez An attitude-driven web consensus support system for heterogeneous group decision making
Expert Systems with Applications, vol. 40, pp. 139-149, 2013.
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Hongbin Liu, J Cai, Luis Martínez The importance weighted continuous generalized ordered weighted averaging operator and its application to group decision making
Knowledge-based Systems, vol. 48, pp. 24-36, 2013.
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2012

Macarena Espinilla, Iván Palomares, Luis Martínez, Da Ruan A comparative study of heterogeneous decision analysis approaches applied to sustainable energy evaluation
International Journal on Uncertainty, Fuzziness and Knowledge-based Systems, vol. 20, pp. 159-174, 2012.
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Carlos Porcel, álvaro Tejeda-Lorente, María Angeles Martínez, Enrique Herrera-Viedma A hybrid recommender system for the selective dissemination of research resources in a technology transfer office.
Information Sciences, vol. 184, no. 1, pp. 1-19, 2012.
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Sergio Gramajo, Luis Martínez A Linguistic Decision Support Model for QoS Priorities in Networking
Knowledge-based Systems, vol. 32, pp. 65-75, 2012.
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J.M Noguera, Manuel José Barranco, R.J Segura, Luis Martínez A Mobile 3D-GIS Hybrid Recommender System for Tourism
Information Sciences, vol. 215, pp. 37-52, 2012.
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W Li, Jun Liu, Huimin Wang, Alberto Calzada, Rosa María Rodríguez, Luis Martínez A Qualitative Decision Making Model based on Belief Linguistic Rule based Inference Methodology
International Journal on Uncertainty, Fuzziness and Knowledge-based Systems, vol. 20, pp. 105-118, 2012.
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Luis Martínez, Francisco Herrera An overview on the 2-tuple linguistic model for Computing with Words in Decision Making: Extensions, applications and challenges
Information Sciences, vol. 207, pp. 1-18, 2012.
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Rosa María Rodríguez, Luis Martínez, Francisco Herrera Hesitant Fuzzy Linguistic Term Sets for Decision Making
IEEE Transactions on Fuzzy Systems, vol. 20, pp. 109 - 119, 2012.
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Iván Palomares, Jun Liu, Yang Xu, Luis Martínez Modelling experts attitudes in group decision making
Soft Computing, vol. 16, pp. 1755-1766, 2012.
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X He, Jun Liu, Yang Xu, Luis Martínez, Da Ruan On alpha-satisfiability and its alpha-lock resolution in a finite lattice-valued propositional logic
Logic Journal of the IGPL, vol. 20, pp. 579-588, 2012.
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2011

Rosa María Rodríguez, Da Ruan, Jun Liu, Luis Martínez A hybrid model to deal with missing values in nuclear safeguards evaluation
International Journal of Nuclear Knowledge Management, vol. 5, pp. 194-218, 2011.
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Nuria Medina-Medina, Fernando Molina-Ortiz, Lina García-Cabrera Adaptation and user modeling in hypermedia learning environments using the SEM-HP model and the JSEM-HP tool
Knowledge and information systems, vol. 29, pp. 629-656, 2011.
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Macarena Espinilla, Jun Liu, Luis Martínez An Extended Hierarchical Linguistic Model for Decision-Making Problems
Computational Intelligence, vol. 27, pp. 489-512, 2011.
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Jun Liu, Luis Martínez, Da Ruan, Rosa María Rodríguez, Alberto Calzada Optimization algorithm for learning consistent belief rule-base from examples
Journal of Global Optimization, vol. 51, 2011.
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2010

Rocío de Andrés, José Luis García-Lapresta, Luis Martínez A Multi-granular Linguistic Model for Management Decision-Making in Performance Appraisal
Soft Computing, vol. 14, pp. 21-34, 2010.
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Juan Manuel Moreno, J.M. Morales, Carlos Porcel, Enrique Herrera-Viedma A quality evaluation methodology for health-related websites based on a 2-tuple fuzzy linguistic approach
Soft Computing, vol. 14, pp. 887-897, 2010.
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Juan Manuel Moreno, J.M. Morales, Carlos Porcel, Enrique Herrera-Viedma A Quality Evaluation Methodology for Health-related Websites Based on the 2-tuple Fuzzy Linguistic Approach
Special Issue on Web Quality of the journal Soft Computing, vol. 14, pp. 887-897, 2010.
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Rocío de Andrés, Macarena Espinilla, Luis Martínez An Extended Hierarchical Linguistic Model for Managing Integral Evaluation
International Journal of Computational Intelligence Systems, vol. 3, pp. 486-500, 2010.
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Carlos Porcel, J.M. Morales, M.J Cobo, A.A Ruíz, Enrique Herrera-Viedma An Improved Recommender System to Avoid the Persistent Information Overload in a University Digital Library
Control and Cybernetics-ICAE journal. Special Issue, vol. 39, 2010.
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Luis Martínez, Da Ruan, Francisco Herrera Computing with Words in Decision support Systems: An overview on Models and Applications
International Journal of Computational Intelligence Systems, vol. 3, pp. 382-395, 2010.
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Jun Liu, Luis Martínez, Huimin Wang, Rosa María Rodríguez, V Novozhilov Computing with Words in Risk Assessment
International Journal of Computational Intelligence Systems, vol. 3, pp. 396-419, 2010.
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Carlos Porcel, Enrique Herrera-Viedma Dealing with Incomplete Information in a Fuzzy Linguistic Recommender System to Disseminate Information in a University Digital Library
Knowledge-Based Systems, vol. 23, pp. 32-39, 2010.
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Luis Martínez, Jun Liu, Yang Xu Information Fusion and Logic-based Reasoning Approaches for Decision Making under Uncertainty
JOURNAL OF UNIVERSAL COMPUTER SCIENCE, vol. 16, pp. 1-2, 2010.
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J.M Merigó, M Casanovas, Luis Martínez Linguistic Aggregation Operators for Linguistic Decision Making based on the Dempster-Shafer Theory of Evidence
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems, vol. 18, pp. 287-304 , 2010.
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Yang Xu, Jun Liu, Luis Martínez, Da Ruan Some Views on Information Fusion and Logic Based Approaches in Decision Making under Uncertainty
Journal of Universal Computer Science, vol. 16, pp. 3-19, 2010.
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Francisco Herrera, Luis Martínez Special Issue on Decision Support Systems based on Computing with Words: Applications
INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS, vol. 3, p. 3, 2010.
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J Montero, Luis Martínez Upgrading Ideas about the Concept of Soft Computing
International Journal of Computational Intelligence Systems, vol. 3, pp. 144-147, 2010.
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Rosa María Rodríguez, Luis Martínez, Da Ruan, Jun Liu Using Collaborative Filtering for Dealing with Missing Values in Nuclear Safeguards Evaluation
International Journal of Uncertainty, Fuzziness and knowledge-based Systems, vol. 18, pp. 431-450, 2010.
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Rosa María Rodríguez, Macarena Espinilla, Pedro José Sánchez, Luis Martínez Using Linguistic Incomplete Preference Relations to Cold start Recommendations
Internet Research, vol. 20, pp. 296-315, 2010.
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2009

Enrique Herrera-Viedma, A.G López, S Alonso, Juan Manuel Moreno, Francisco Javier Cabrerizo, Carlos Porcel A Computer-Supported Learning System to Help Teachers to Teach Fuzzy Information Retrieval Systems
Information Retrieval, vol. 12, pp. 179-200, 2009.
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Pedro José Sánchez, Luis Martínez, C García, Francisco Herrera, Enrique Herrera-Viedma A Fuzzy Model to Evaluate the Suitability of Installing an ERP System
Information Sciences, vol. 179, pp. 2333-2341, 2009.
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Carlos Porcel, Enrique Herrera-Viedma, Juan Manuel Moreno A Multi-disciplinar Recommender System to Advice Research Resources in University Digital Libraries
Expert Systems with Applications, vol. 36, pp. 12520-12528, 2009.
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Carlos Porcel, A.G López, Enrique Herrera-Viedma A Recommender System for Research Resources based on Fuzzy Linguistic Modeling
Expert Systems with Applications, vol. 36, pp. 5173-5183, 2009.
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Emilio José Castellano, Luis Martínez A Web-Decision Support System based on Collaborative Filtering for Academic Orientation. Case Study of the Spanish Secondary School
Journal of Universal Computer Science, vol. 15, pp. 2786-2807, 2009.
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Francisco Mata, Luis Martínez, Enrique Herrera-Viedma An Adaptive Consensus Support Model for Group Decision-Making Problems in a Multigranular Fuzzy Linguistic Context
IEEE Transactions on Fuzzy Systems, vol. 17, 2009.
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Luis Martínez, Macarena Espinilla, Jun Liu, Luis Gonzaga Pérez, Pedro José Sánchez An Evaluation Model with Unbalanced Linguistic Information:Applied to Olive Oil Sensory Evaluation
Journal of Multiple-Valued Logic and Soft Computing, vol. 15, pp. 229-251, 2009.
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F Molina, Lina García-Cabrera, Nuria Medina-Medina Applying Software Evolution Theory to Hypermedia Systems
Internationa Journal of Web Engineering and Technology, vol. 5, pp. 69-87, 2009.
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Jun Liu, Da Ruan, Huimin Wang, Luis Martínez Improving nuclear safeguards evaluation through enhanced belief rule-based inference methodology
Int. J. Nuclear Knowledge Management, vol. 3, pp. 312-339, 2009.
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Luis Martínez, Da Ruan, Francisco Herrera, Enrique Herrera-Viedma Linguistic decision making: Tools and applications Preface
INFORMATION SCIENCES, vol. 179, pp. 2297-2298, 2009.
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2008

S Alonso, Francisco Chiclana, Francisco Herrera, Enrique Herrera-Viedma, J Alcalá, Carlos Porcel A Consistency-Based Procedure to Estimate Missing Pairwise Preference Values
International Journal of Intelligent Systems, vol. 23, pp. 155-175, 2008.
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Francisco Herrera, Enrique Herrera-Viedma, Luis Martínez A Fuzzy Linguistic Methodology To Deal With Unbalanced Linguistic Term Sets
IEEE Transactions on Fuzzy Systems, vol. 16, pp. 354-370, 2008.
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Luis Martínez, Manuel José Barranco, Luis Gonzaga Pérez, Macarena Espinilla A Knowledge Based Recommender System with Multigranular Linguistic Information
International Journal of Computational Intelligence Systems, vol. 1, pp. 312-319, 2008.
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Luis Martínez, Macarena Espinilla, Luis Gonzaga Pérez A Linguistic Multigranular Sensory Evaluation Model for Olive Oil
International Journal of Computational Intelligence Systems, vol. 1, pp. 148-158, 2008.
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F Araque, R Carrasco, Alberto Salguero, M.A Vila, Luis Martínez Fuzzy Extended Dependencies to Support Decision-Making in Project Management
Journal of Multiple-Valued Logic and Soft Computing, vol. 14, pp. 435-455, 2008.
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Luis Martínez, Luis Gonzaga Pérez, Manuel José Barranco, Macarena Espinilla Improving The Effectiveness of Knowledge Based Recommender Systems Using Incomplete Linguistic Preference Relations
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems (IJUFKS) special issue: Fuzzy Approaches in Preference Modelling, Decision Making and Applications, vol. 16, pp. 33-56, 2008.
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Francisco Chiclana, Francisco Mata, Luis Martínez, Enrique Herrera-Viedma, S Alonso Integration of a Consistency Control Module Within a Consensus Model
International Journal of Uncertainty, Fuzziness and Knowledge-Based Systems (IJUFKS), vol. 16, pp. 35-53, 2008.
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Jun Liu, J.B Yang, Da Ruan, Luis Martínez, J Wang Self-tuning of fuzzy belief rule bases for engineering system safety analysis
Annals of Operations Research, vol. 163, pp. 143-168, 2008.
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2007

Enrique Herrera-Viedma, A.G López, M Luque, Carlos Porcel A Fuzzy Linguistic IRS Model Based on a 2-Tuple Fuzzy Linguistic Approach
International Journal of Uncertainty, Fuzziness and Knowledge-based Systems, vol. 15, pp. 225-250, 2007.
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Luis Martínez, Luis Gonzaga Pérez, Manuel José Barranco A Multi-granular Linguistic Content-based Recommendation Model
International Journal of Intelligent Systems, vol. 22, pp. 419-434, 2007.
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Luis Martínez, J Montero Challenges for Improving Consensus Reaching Process in Collective Decisions
New Mathematics and Natural Computation, vol. 3, pp. 1-15, 2007.
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Alberto Salguero, Luis Martínez, F Araque Complement Contents in Virtual Learning environments with Interactive Conceptural Maps: An Experience in Management Degree
IEEE Multidisciplinary Engineering Education Magazine, vol. 2, pp. 13-17, 2007.
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F Araque, Alberto Salguero, Luis Martínez, E Navarro, M Calero Data Warehousing for Improving Web-based Learning Sites
International Journal of Emerging Technologies in Learning, vol. 2, pp. 42-47, 2007.
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Luis Martínez, Jun Liu, Da Ruan, J.B Yang Dealing with Heterogeneous Information in Engineering Evaluation Processes
Information Sciences, vol. 177, pp. 1533-1542, 2007.
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Luis Martínez Sensory Evaluation Based on Linguistic Decision Analysis
International Journal of Aproximated Reasoning, vol. 44, pp. 148-164, 2007.
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2006

Luis Martínez, Jun Liu, J.B Yang A Fuzzy Model for Design Evaluation Based on Multiple-Criteria Analysis in Engineering Systems
International Journal of Uncertainty , Fuzziness and Knowledge-Based Systems, vol. 14, pp. 317-336, 2006.
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Enrique Herrera-Viedma, G Pasi, A.G López, Carlos Porcel Evaluating the Information Quality of Web Sites: A Methodology Based on Fuzzy Computing with Words
Journal of American Society for Information Science and Technology, vol. 57, pp. 538-549, 2006.
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Francisco Herrera, Enrique Herrera-Viedma, Luis Martínez, PP Wang Recent advancements of fuzzy sets: Theory and practice
INFORMATION SCIENCES, vol. 176, pp. 349-351, 2006.
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2005

Enrique Herrera-Viedma, Luis Martínez, Francisco Mata, Francisco Chiclana A Consensus Support System Model for Group Decision-making Problems with Multi-granular Linguistic Preference Relations
IEEE Transactions on Fuzzy Systems, vol. 13, pp. 644-658, 2005.
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Luis Martínez, Jun Liu, J.B Yang, Francisco Herrera A Multi-Granular Hierarchical Linguistic Model for Design Evaluation Based on Safety and Cost Analysis
International Journal of Intelligent Systems, vol. 20, pp. 1161-1194, 2005.
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Pedro José Sánchez, Luis Gonzaga Pérez, Francisco Mata, A.G López A Multi-granular Linguistic Model to Evaluate the Suitability of Installing an ERP System
Mathware & Soft Computing, vol. 12, pp. 217-233, 2005.
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M.V Hurtado, Nuria Medina-Medina, Lina García-Cabrera, M.L Rodríguez An Augmentative Communication System Based on Adaptive Evolutionary Hypermedia Systems
Computer Science, pp. 223-228, 2005.
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Nuria Medina-Medina, F Molina, Lina García-Cabrera Diversity of Structures and Adaptive Methods on an Evolutionary Hypermedia System
IEEE PROCEEDINGS. SOFTWARE, vol. 152, pp. 119-126, 2005.
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Francisco Herrera, Luis Martínez, Pedro José Sánchez Managing non-homogeneous information in group decision making
European Journal of Operational Research, vol. 166, pp. 115-132, 2005.
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Enrique Herrera-Viedma, A.G López, Carlos Porcel Tuning the Matching Function for a Threshold Weighting Semantics in a Linguistic Information Retrieval System
International Journal of Intelligent Systems, vol. 20, pp. 921-937, 2005.
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2004

C García, Luis Martínez, Beatriz Montes, Pedro José Sánchez An automatic system for evaluating educational skills
IADAT Journal of Advanced Technology on Education, vol. 1, 2004.
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Enrique Herrera-Viedma, Francisco Herrera, Luis Martínez, J.C Herrera, A.G López Incorporating Filtering Techniques in a Fuzzy Linguistic Multi-Agent Model for Gathering of Information on the Web
Fuzzy Sets and Systems, vol. 148, pp. 61-83, 2004.
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2003

Francisco Chiclana, Francisco Herrera, Enrique Herrera-Viedma, Luis Martínez A Note on the Reciprocity in the Aggregation of Fuzzy Preference Relations Using OWA Operators
Fuzzy Sets and Systems, vol. 137, pp. 71-83, 2003.
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Luis Martínez, Paula Luna Empirical Study of the Evolution of Computer Security and Auditing in Spanish Companies
UPGRADE the European Journal of CEPIS, vol. 4, pp. 6-11, 2003.
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Nuria Medina-Medina, F Molina, Lina García-Cabrera, J Parets Personalized Guided Routes in an Adaptive Evolutionary Hypermedia System
Eurocast, vol. 2809, pp. 196-207, 2003.
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B De Baets, M Delgado, J Fodor, Francisco Herrera, Enrique Herrera-Viedma, Luis Martínez Preference modeling and applications: EUROFUSE 2001
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS, vol. 18, pp. 709-710, 2003.
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B De Baets, M Delgado, Francisco Herrera, Enrique Herrera-Viedma, J Fodor, Luis Martínez Preference modelling and applications. Selected papers from EUROFUSE 2001, Granada
FUZZY SETS AND SYSTEMS, vol. 137, pp. 1-2, 2003.
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2002

Miguel Delgado, Francisco Herrera, Enrique Herrera-Viedma, M.J Martín-Bautista, Luis Martínez, M.A Vila Communication Model based on the 2-tuple Fuzzy Linguistic Representation for a Distributed Intelligent Agent System on Internet
Soft Computing, vol. 6, pp. 320-328, 2002.
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Lina García-Cabrera, M.J Rodríguez, J Parets Evolving Hypermedia Systems: A Layered Software Architecture
Journal of Software Maintenance and Evolution-Research and Practice, vol. 14, pp. 389-405, 2002.
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M.V Hurtado, Lina García-Cabrera, J Parets Semantic Views over Heterogeneous and Distributed Data Repositories: Integration of Information System Based on Ontologies
Advances in Knowledge Organization, pp. 338-344, 2002.
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2001

Francisco Herrera, Luis Martínez A model based on linguistic 2-tuples for dealing with multigranularity hierarchical linguistic contexts in Multiexpert Decision-Making
IEEE Transactions on Systems, Man and Cybernetics. Part B: Cybernetics, vol. 31, pp. 227-234, 2001.
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Francisco Herrera, Luis Martínez The 2-tuple Linguistic Computational Model. Advantages of its linguistic description, accuracy and consistency
International Journal of Uncertainty , Fuzziness and Knowledge-Based Systems, vol. 9, pp. 33-48, 2001.
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2000

Francisco Herrera, Luis Martínez A 2-tuple Fuzzy Linguistic Representation Model for Computing with Words
IEEE Transactions on Fuzzy Systems, vol. 8, pp. 746-752, 2000.
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Francisco Herrera, Enrique Herrera-Viedma, Luis Martínez A Fusion Approach for Managing Multi-Granularity Linguistic Term Sets in Decision Making
Fuzzy Sets and Systems, vol. 114, pp. 43-58, 2000.
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Francisco Herrera, Luis Martínez An Approach for Combining Numerical and Linguistic Information based on the 2-tuple fuzzy linguistic representation model in Decision Making
International Journal of Uncertainty , Fuzziness and Knowledge-Based Systems, vol. 8, pp. 539-562, 2000.
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1998

Miguel Delgado, Francisco Herrera, Enrique Herrera-Viedma, Luis Martínez Combining Numerical and Linguistic Information in Group Decision Making
Information Sciences, vol. 107, pp. 177-194, 1998.
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Lina García-Cabrera, P.L Duque, J.A Martínez, A.M Robles, R Román Two pixel-preselection methods for median-type filtering
IEEE proceedings-vision image and signal processing, vol. 145, pp. 30-40, 1998.
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1996

Lina García-Cabrera, M.J García, P.L Duque, J.A Martínez, J.F Gómez, R Román Median-type filters with model-based preselection masks
Image and vision computing, vol. 14, pp. 741-752, 1996.
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