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.

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

Macarena Espinilla, Jun Liu, Luis Martínez An Extended Hierarchical Linguistic Model for Decision-Making Problems
Computational Intelligence, vol. 27, pp. 489-512, 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.

2010

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.
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.