In progress

Hongyu Chen, Jun Liu, Geoffrey Qiping Shen, Luis Martínez, Muhammet Deveci, Zhen-Song Chen, Yang Liu Multisource information fusion for real-time optimization of shield construction parameters
Knowledge-Based Systems, p. 111413.
 https://doi.org/10.1016/j.knosys.2024.111413

2024

Kuo Pang, Luis Martínez, Nan Li, Jun Liu, Li Zou, Mingyu Lu A concept lattice-based expert opinion aggregation method for multi-attribute group decision-making with linguistic information
Expert Systems with Applications, vol. 237, p. 121485, 2024.
 https://doi.org/10.1016/j.eswa.2023.121485 1-s2.0-S0957417423019875-main.pdf2.67 MB
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.
 https://doi.org/10.1016/j.ins.2024.120345

2022

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.
 10.1007/s13042-022-01504-y
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.

2021

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, n.º 1, pp. 420-440, 2021.
 10.1109/TSMC.2018.2872843 08510811.pdf4.77 MB
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.
 10.1016/j.ijar.2021.06.011
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.
 https://doi.org/10.1016/j.eswa.2021.115737

2019

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.
 "10.1007/s10115-018-1211-0"

2018

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.
 "https://doi.org/10.1016/j.asoc.2018.08.004" published.pdf1.25 MB
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.
 https://doi.org/10.1016/j.knosys.2017.11.039

2017

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.
 10.1016/j.micpro.2016.10.007
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 10.1007_s12652-017-0476-6(1).pdf335.45 KB

2016

Jun Liu, Rosa María Rodríguez, Luis Martínez New Trends of Information Fusion in Decision Making
Information fusion, vol. 29, pp. 87-88, 2016.
 10.1016/j.inffus.2015.11.001

2015

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.
 10.1007/s10916-015-0321-4

2013

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.
Miguel Mateo Badaracco, Jun Liu, Luis Martínez A Mobile App for Adaptive Test in Intelligent Tutoring System based on Competences
«A Mobile App for Adaptive Test in Intelligent Tutoring System based on Competences», 2013, vol. 17, pp. 419-430.
 Badaracco2013_ICIE.pdf1.25 MB
Jun Liu, S Chen, Luis Martínez, Huimin Wang A Belief Rule-Based Generic Risk Assessment Framework
«A Belief Rule-Based Generic Risk Assessment Framework», vol. 7, Springer, 2013, pp. 145-169.

2012

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.
Iván Palomares, Jun Liu, Yang Xu, Luis Martínez Uso de Operadores OWA para modelar la Actitud hacia el Consenso en Problemas de Toma de Decisión en Grupo
Valladolid (Spain): EUSFLAT, Universidad de Valladolid, pp. 211-216, 2012.
 Palomares2012_ESTYLF.pdf609.12 KB
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.
Iván Palomares, Jun Liu, Yang Xu, Luis Martínez Modelling experts attitudes in group decision making
Soft Computing, vol. 16, pp. 1755-1766, 2012.

2011

Macarena Espinilla, Jun Liu, Luis Martínez An Extended Hierarchical Linguistic Model for Decision-Making Problems
Computational Intelligence, vol. 27, pp. 489-512, 2011.
Iván Palomares, Jun Liu, Luis Martínez Modeling Attitudes towards Consensus in Group Decision Making by means of OWA Operators
2011.
 Palomares2011_TR.pdf465.29 KB
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.
Alberto Calzada, Jun Liu, Huimin Wang, Luis Martínez, A. Kashyap An Intelligent Decision Support Tool Based on Belief Rule-Based Inference Methodology
«An Intelligent Decision Support Tool Based on Belief Rule-Based Inference Methodology», 2011, pp. 2638-2643.
 Calzada2011_IEEE.pdf962.39 KB
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.
Iván Palomares, Jun Liu, Yang Xu, Luis Martínez Using OWA Operators to Integrate Group Attitudes towards Consensus
«Using OWA Operators to Integrate Group Attitudes towards Consensus», vol. 123, Springer Berlin / Heidelberg, 2011, pp. 273-282.

2010

Rosa María Rodríguez, Da Ruan, Jun Liu, Luis Martínez Modelo para Imputar Valores Perdidos en Evaluación de Nuclear Safeguards
Valencia (Spain): EUSFLAT, pp. 91-98, 2010.
 Rodriguez2010_CEDI.pdf1.46 MB
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.
 10.3217/jucs-016-01
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.
Alberto Calzada, Jun Liu, Rosa María Rodríguez, Luis Martínez A Belief Linguistic Rule based Inference Methodology for Handling Decision Making Problem in Qualitative Nature
«A Belief Linguistic Rule based Inference Methodology for Handling Decision Making Problem in Qualitative Nature», 2010, pp. 529-534.
 Calzada2010_FLINS.pdf2.69 MB
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.
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.
Macarena Espinilla, Da Ruan, Jun Liu, Luis Martínez A Heterogeneous Evaluation Model for Assessing Sustainable Energy: A Belgian Case Study
«A Heterogeneous Evaluation Model for Assessing Sustainable Energy: A Belgian Case Study», 2010, vol. 1, pp. 227-234.
 Espinilla2010_IEEE.pdf1.1 MB
Rosa María Rodríguez, Da Ruan, Jun Liu, Alberto Calzada, Luis Martínez Imputing Missing Values in Nuclear Safeguards Evaluation by a 2-Tuple Computational Model
«Imputing Missing Values in Nuclear Safeguards Evaluation by a 2-Tuple Computational Model», 2010, pp. 202-210.
 Rodriguez2010_ICAISC.pdf2.2 MB

2009

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.
Macarena Espinilla, Luis Martínez, Jun Liu Nuevos Modelos de Evaluación Sensorial con Información Lingüística
Jaén: , 2009.
 TesisMacarena.pdf6.95 MB
Da Ruan, Jun Liu, Huimin Wang, Luis Martínez Belief Rule-Based Inference Methodology to Improve Nuclear Safeguards Information Evaluation
«Belief Rule-Based Inference Methodology to Improve Nuclear Safeguards Information Evaluation», 2009, pp. 595-600.
 Ruan2009_NAFIPS.pdf209.19 KB
Macarena Espinilla, Rosa María Rodríguez, Luis Martínez, Francisco Mata, Jun Liu Optimizing the Method for Building an Extended Linguistic Hierarchy
«Optimizing the Method for Building an Extended Linguistic Hierarchy», 2009, vol. 2009, pp. 815-820.
 Espinilla2009_ISDA_C.pdf2.43 MB
Rosa María Rodríguez, Macarena Espinilla, Luis Martínez, Jun Liu Computing with Words Based on a Hybrid Semantic-Symbolic Model
«Computing with Words Based on a Hybrid Semantic-Symbolic Model», 2009, vol. 2, pp. 19-24.
 Rodriguez2009_ISKE.pdf163.48 KB
Jun Liu, Luis Martínez, Da Ruan, Huimin Wang Generating Consistent Fuzzy Belief Rule Base from Sample Data
«Generating Consistent Fuzzy Belief Rule Base from Sample Data», 2009, pp. 167-172.
 Liu2009_ISKE.pdf5.25 MB
N Halouani, Luis Martínez, H Chabchoub, J.M. Martel, Jun Liu A Multi-granular Linguistic Promethee Model
«A Multi-granular Linguistic Promethee Model», 2009, pp. 213-218.
 Halouani2009_IFSA.pdf128.03 KB
Macarena Espinilla, Rosa María Rodríguez, Jun Liu, Luis Martínez A Sensory Evaluaton Model with Multiple Linguistic Scales Applied to Affective Test
«A Sensory Evaluaton Model with Multiple Linguistic Scales Applied to Affective Test», 2009, vol. 1, pp. 79-84.
 Espinilla2009_EUROFUSE.pdf194.95 KB
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.

2008

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.
Macarena Espinilla, Luis Martínez, Luis Gonzaga Pérez, Jun Liu Modelo de Evaluación Sensorial con Información Lingüística Multigranular para el Aceite de Oliva
Cuencas Mineras (Spain): European Society for Fuzzy Logic and Technology, pp. 249-255, 2008.
 Espinilla2008_ESTYLF.pdf438.57 KB
Jun Liu, Luis Martínez, Y Wang Extended Belief Rule Base Inference Methodology
«Extended Belief Rule Base Inference Methodology», 2008, pp. 1415-1420.
 Liu2008_ISKE.pdf426.78 KB
Luis Martínez, Macarena Espinilla, Jun Liu Extended Linguistic Hierarchies
«Extended Linguistic Hierarchies», 2008, pp. 825-830.
 Martinez2008_ISKE.pdf3.16 MB
Luis Martínez, Jun Liu, J.B Yang, J Wang Linguistic Assessment Approach for Hierarchical Safety Analysis and Synthesis
«Linguistic Assessment Approach for Hierarchical Safety Analysis and Synthesis», vol. 117, Springer, 2008, pp. 249-270.
Luis Martínez, Macarena Espinilla, Luis Gonzaga Pérez, Jun Liu Extended Linguistic Hierarchies for dealing with Multi-granular Contexts in Decision Making
«Extended Linguistic Hierarchies for dealing with Multi-granular Contexts in Decision Making», 2008, vol. 1, pp. 617-622.
 Martinez2008_FLINS.pdf167.64 KB
Luis Martínez, Luis Gonzaga Pérez, Jun Liu A linguistic decision based model applied to olive oil sensory evaluation
«A linguistic decision based model applied to olive oil sensory evaluation», vol. 220, Springer, 2008, pp. 311-329.
Rocío de Andrés, José Luis García-Lapresta, Jun Liu, Luis Martínez Performance Appraisal with heterogenous information
«Performance Appraisal with heterogenous information», 2008, pp. 1409-1414.
 deAndres2008_ISKE.pdf424.59 KB

2007

Luis Martínez, Luis Gonzaga Pérez, Jun Liu, Macarena Espinilla A Fuzzy Model for Olive Oil Sensory Evaluation
«A Fuzzy Model for Olive Oil Sensory Evaluation», 2007, vol. 4529, pp. 615-624.
 Martinez2007_IFSA.pdf391.95 KB
Jun Liu, Z. Lu, Luis Martínez, Yang Xu Preference criterion and consistency in the rule-based system based on a lattice-valued logic
«Preference criterion and consistency in the rule-based system based on a lattice-valued logic», 2007, pp. 99-104.
 Liu2007_EUROFUSE.pdf133.11 KB
Jun Liu, Luis Martínez, Yang Xu, Z. Lu Satisfiability in a linguistic-valued logic and its quasi-horn clause inference framework
«Satisfiability in a linguistic-valued logic and its quasi-horn clause inference framework», 2007, vol. 42, pp. 629-639.
 Liu2007_IFSA.pdf230.69 KB
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.
Jun Liu, Luis Martínez, Yang Xu, Z. Lu Automated reasoning algorithm for linguistic valued Lukasiewicz propositional logic
«Automated reasoning algorithm for linguistic valued Lukasiewicz propositional logic», 2007, pp. 29-34.
 Liu2007_IEEE.pdf498.61 KB
Y Wang, Jun Liu, T.M.S. Elhag, Luis Martínez Bridge risk assessment using a hybrid AHP/DEA methodology
«Bridge risk assessment using a hybrid AHP/DEA methodology», 2007, pp. 584-588.
 Wang2007_ISKE.pdf727.71 KB

2006

Luis Martínez, Luis Gonzaga Pérez, Jun Liu A Fuzzy Evaluation Process for General Purpose Web Sites
«A Fuzzy Evaluation Process for General Purpose Web Sites», 2006, pp. 95-102.
 Martinez2006_IADIS.pdf157.17 KB
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.
Luis Martínez, Luis Gonzaga Pérez, Jun Liu, J.B Yang, Francisco Herrera A linguistic hierarchical evaluation model for engineering systems
«A linguistic hierarchical evaluation model for engineering systems», Elsevier, 2006, pp. 295-305.

2005

Luis Martínez, Pedro José Sánchez, Luis Gonzaga Pérez, Jun Liu A Heterogeneous Evaluation Model for Engineering Systems
«A Heterogeneous Evaluation Model for Engineering Systems», 2005, pp. 146-155.
 Martinez2005_EUROFUSE.pdf219.72 KB
Jun Liu, Yang Xu, Da Ruan, Luis Martínez A lattice-valued linguistic-based decision making method
«A lattice-valued linguistic-based decision making method», 2005, pp. 199-202.
 Liu2005_IEEE.pdf990.19 KB
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.
Luis Martínez, Luis Gonzaga Pérez, Jun Liu, J.B Yang A Multi-Granular Linguistic Evaluation model for Engineering Systems
«A Multi-Granular Linguistic Evaluation model for Engineering Systems», 2005.
 Martinez2005_IFSA.pdf193.63 KB
Jun Liu, Da Ruan, J.B Yang, Luis Martínez Self-Tuning Fuzzy Rule Bases with Belief Structure
«Self-Tuning Fuzzy Rule Bases with Belief Structure», vol. 5, Springer, 2005, pp. 419-429.

2004

Luis Martínez, Luis Gonzaga Pérez, Jun Liu, J.B Yang A Linguistic Evaluation Model for Engineering Systems
Jaén (Spain): XII Congreso Español sobre Tecnologías y Lógica Fuzzy, pp. 153-158, 2004.
 Martinez2004_ESTYLF.pdf197.99 KB
Luis Martínez, Jun Liu, Da Ruan Fuzzy Models to deal with Heterogeneous Information In Decision Making Problems in Engineering Processes
«Fuzzy Models to deal with Heterogeneous Information In Decision Making Problems in Engineering Processes», 2004, pp. 266-271.
 Martinez2004_FLINS.pdf330.51 KB
Luis Martínez, Jun Liu, J.B Yang, Francisco Herrera A Linguistic Hierarchical Decision Making Model for Evaluating Engineering Systems
«A Linguistic Hierarchical Decision Making Model for Evaluating Engineering Systems», 2004, vol. 3, pp. 1575-1582.
 Martinez2004_IPMU.pdf565.86 KB