2025
Kuo Pang, Luis Martínez, Jun Liu, Li Zou, Mingyu Lu
Hierarchical structure analysis of linguistic expressions using concept lattice
10.1007/s13042-025-02579-z
International Journal of Machine Learning and Cybernetics, 2025.
Yanling Wang, Liwei Sha, Li Zou, Hengfei Li, Luis Martínez, Chris Nugent, Jun Liu
Semantic enrichment of decision rules: A framework for improving formal decision contexts
https://doi.org/10.1016/j.ins.2025.122330
Information Sciences, vol. 717, p. 122330, 2025.
XingXing He, Zhongxu Zhao, Yongqi Lan, Yingfang Li, Li Zou, Jun Liu, Luis Martínez, Tianrui Li
Integrating a simplified formula graph representation into a graph neural network model for premise selection
https://doi.org/10.1016/j.asoc.2025.113318
1-s2.0-S1568494625006295-main_0.pdf1.94 MB
Applied Soft Computing, p. 113318, 2025.
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
https://doi.org/10.1016/j.eswa.2023.121485
1-s2.0-S0957417423019875-main.pdf2.67 MB
Expert Systems with Applications, vol. 237, p. 121485, 2024.
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
https://doi.org/10.1016/j.knosys.2024.111413
Knowledge-Based Systems, vol. 286, p. 111413, 2024.
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
https://doi.org/10.1016/j.ins.2024.120345
Information Sciences, vol. 665, p. 120345, 2024.
2022
Li Zou, Luis Martínez, Jun Liu, Xiaoping Qiu, XingXing He
New trends on machine learning applied to information processing under uncertainty
10.1007/s13042-022-01504-y
International Journal Of Machine Learning And Cybernetics, vol. 13, pp. 567–568, 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.
2021
Long-Hao Yang, Jun Liu, Y.M. Wang, Luis Martínez
A Micro-Extended Belief Rule-Based System for Big Data Multiclass Classification Problems
10.1109/TSMC.2018.2872843
08510811.pdf4.77 MB
IEEE Transactions on Systems, Man, and Cybernetics: Systems, vol. 51, n.º 1, pp. 420-440, 2021.
Jun Liu, Rosa María Rodríguez, Hui Wang
Knowledge Enhanced Data Analytics for Autonomous Decision Making
10.1016/j.ijar.2021.06.011
International Journal of Approximate Reasoning, vol. 136, pp. 247-248, 2021.
Long-Hao Yang, Jun Liu, Y.M. Wang, Chris Nugent, Luis Martínez
Online updating extended belief rule-based system for sensor-based activity recognition
https://doi.org/10.1016/j.eswa.2021.115737
Expert Systems with Applications, vol. 186, p. 115737, 2021.
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"
"10.1007/s10115-018-1211-0"
"Knowledge and Information Systems", vol. "60", pp. 837-878, 2019.
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"
"https://doi.org/10.1016/j.asoc.2018.08.004"
published.pdf1.25 MB
"Applied Soft Computing", vol. "72", pp. 261-272, 2018.
Long-Hao Yang, Y.M. Wang, Jun Liu, Luis Martínez
A joint optimization method on parameter and structure for belief-rule-based systems
https://doi.org/10.1016/j.knosys.2017.11.039
Knowledge-Based Systems, vol. 142, pp. 220-240, 2018.
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
10.1016/j.micpro.2016.10.007
Microprocessors and Microsystems, vol. 52, pp. 381-390, 2017.
Macarena Espinilla, Jun Liu, Juan Chamizo
Recent Advancements in Ubiquitous Computing
10.1007/s12652-017-0476-6
10.1007_s12652-017-0476-6(1).pdf335.45 KB
Journal of Ambient Intelligence and Humanized Computing, vol. 8, 4 vol., pp. 467-468, 2017.
2016
Jun Liu, Rosa María Rodríguez, Luis Martínez
New Trends of Information Fusion in Decision Making
10.1016/j.inffus.2015.11.001
Information fusion, vol. 29, pp. 87-88, 2016.
2015
Alberto Calzada, Jun Liu, Huimin Wang, Chris Nugent, Luis Martínez
Application of a Spatial Intelligent Decision System on Self-Rated Health Status Estimation
10.1007/s10916-015-0321-4
Journal of Medical Systems, vol. 39, 2015.
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.
2012
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.
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.
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.
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.
Macarena Espinilla, Jun Liu, Luis Martínez
An Extended Hierarchical Linguistic Model for Decision-Making Problems
Computational Intelligence, vol. 27, pp. 489-512, 2011.
2010
Luis Martínez, Jun Liu, Yang Xu
Information Fusion and Logic-based Reasoning Approaches for Decision Making under Uncertainty
10.3217/jucs-016-01
JOURNAL OF UNIVERSAL COMPUTER SCIENCE, vol. 16, pp. 1-2, 2010.
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.
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.
2009
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.
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.
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.
2007
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.
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.
2005
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.