David Herrera-Sánchez, Aldo Márquez-Grajales, Héctor-Gabriel Acosta-Mesa and Efrén Mezura-Montes, Feature Selection, Construction and Search Space Reduction Based on Genetic Programming for High-dimensional Datasets, Neural Computing and Applications, 2025, https://doi.org/10.1007/s00521-024-10567-7.
Jesús-Adolfo Mejía-de-Dios, Alejandro Rodríguez-Molina and Efrén Mezura-Montes, An Efficient Data-Driven Framework for Detecting Infeasible Solutions in Multiobjective Evolutionary Bilevel Optimization, IEEE Transactions on Evolutionary Computation, 29(5):2131-2144, 2025, http://10.1109/TEVC.2024.3469156.
Ramiro Villegas-Vega, Aldo Márquez-Grajales, Efrén Mezura-Montes, Fernando Salas-Martínez, Manuel-Alejandro Ojeda-Misses, Claudia Romo-Gómez, Optimization of LSTM Networks through Neuroevolution for Drought Forecasting in Mexico, Theoretical and Applied Climatology, 156:562, 2025 https://doi.org/10.1007/s00704-025-05818-z.
Jesús-Arnulfo Barradas-Palmeros, Carlos-Alberto López-Herrera, Efrén Mezura-Montes, Héctor-Gabriel Acosta-Mesa and Adriana-Laura López-Lobato,Testing Neural Architecture Search Efficient Evaluation Methods in DeepGA, Mathematical and Computational Applications, 30(4):74, 2025, https://doi.org/10.3390/mca30040074.
David Herrera-Sánchez, José-Antonio Fuentes-Tomás, Héctor-Gabriel Acosta-Mesa, Efrén Mezura-Montes and José-Luis Morales-Reyes, Multiple Feature Construction for Image Segmentation based on Genetic Programming, Mathematical and Computational Applications, 30(3):57, 2025, https://doi.org/10.3390/mca30030057.
Adriana-Laura López-Lobato, Héctor-Gabriel Acosta-Mesa and Efrén Mezura-Montes, Induction of Convolutional Decision Trees for Semantic Segmentation of Color Images Using Differential Evolution and Time and Memory Reduction Techniques, Mathematical and Computational Applications, 30(3):53, 2025, https://doi.org/10.3390/mca30030053.
Ingrid-Aurora Valencia-Hernández, Carlos-Alberto Reyes-García, Alicia Morales-Reyes, Gabriela del C. Lopez-Armas, José-Antonio Fuentes-Tomás and Efrén Mezura-Montes, Integrating a Fuzzy Fitness Function in Genetic Programming to Generate Breast Tissue Segmentation Models, IEEE Access, Vol. 13, pp. 80340 – 80354, 2025, https://ieeexplore.ieee.org/document/10979870.
Guillermo Paredes-Gutierrez, Ricardo Perea-Jacobo, Héctor-Gabriel Acosta-Mesa, Efrén Mezura-Montes, José Luis Morales Reyes, Roberto Zenteno-Cuevas, Miguel-Ángel Guerrero-Chevannier, Raquel Muñiz-Salazar and Dora-Luz Flores, Predicting Drug Resistance in Mycobacterium tuberculosis: A Machine Learning Approach to Genomic Mutation Analysis, Diagnostics, 15(3), 279, 2025, https://doi.org/10.3390/diagnostics15030279.
Marwa Chabbouh, Slim Bechikh, Efrén Mezura-Montes and Lamjed Ben Said, Evolutionary Optimization of the Area Under Precision-Recall Curve for Classifying Imbalanced Multi-class Data, Journal of Heuristics, Vol. 31, No. 9, 2025, https://doi.org/10.1007/s10732-024-09544-z.
International Conferences
Paz Fabiola Patricia, Leguizamón Guillermo, Mezura Montes Efrén, DESCOMPOSICIÓN ADAPTATIVA CON FUZZY LOGIC PARA PROBLEMAS RESTRINGIDOS A GRAN ESCALA, Confluencias: Integrando ciencia para el desarrollo, p. 107, 2025.
Carlos-Alberto López-Herrera, Héctor-Gabriel Acosta-Mesa and Efrén Mezura-Montes, Evaluating Encoding of Neuron Configuration and Position in Neuroevolution of Liquid State Machines, In Proceedings of the Genetic and Evolutionary Computation Conference Companion (GECCO ’25 Companion), pp. 2384 – 2388, 2025, https://doi.org/10.1145/3712255.3734330.
Adriana-Laura López-Lobato, Héctor-Gabriel Acosta-Mesa and Efrén Mezura-Montes, Computational Time Reduction in the Induction of Convolutional Decision Trees, in H.G. (eds) Advances in Computational Intelligence. MICAI 2024 International Workshops. MICAI 2024. Lecture Notes in Computer Science, vol 15465. Springer, pp. 99–111, 2025, https://doi.org/10.1007/978-3-031-83882-8_10.
Jesús-Arnulfo Barradas-Palmeros, Carlos-Alberto López-Herrera, Héctor-Gabriel Acosta-Mesa and Efrén Mezura-Montes, Efficient Neural Architecture Search: Computational Cost Reduction Mechanisms in DeepGA, in H.G. (eds) Advances in Computational Intelligence. MICAI 2024 International Workshops. MICAI 2024. Lecture Notes in Computer Science, vol 15465. Springer, pp. 125–134, 2025, https://doi.org/10.1007/978-3-031-83882-8_12.
Carlos-Alberto López-Herrera, Héctor-Gabriel Acosta-Mesa and Efrén Mezura-Montes, Jesús-Arnulfo Barradas-Palmeros, Prediction of Epileptic Seizure Using Neuroevolved Spiking Neural Network, in H.G. (eds) Advances in Computational Intelligence. MICAI 2024 International Workshops. MICAI 2024. Lecture Notes in Computer Science, vol 15465. Springer, pp. 135–146, 2025, https://doi.org/10.1007/978-3-031-83882-8_13.
David Herrera-Sánchez, José-Antonio Fuentes-Tomás, Héctor-Gabriel Acosta-Mesa and Efrén Mezura-Montes, Experimental Study for Automatic Feature Construction to Segment Images of Lungs Affected by COVID-19 Using Genetic Programming, in H.G. (eds) Advances in Computational Intelligence. MICAI 2024 International Workshops. MICAI 2024. Lecture Notes in Computer Science, vol 15465. Springer, pp. 155–166, 2025, https://doi.org/10.1007/978-3-031-83882-8_15.
Rafael Rivera-López, Juana Canul-Reich, Erick De la Cruz Hernández, Héctor Gibrán Ceballos-Cancino, Efrén Mezura-Montes and Marco Antonio Cruz-Chávez, Explainable AI Through Decision Trees for Black-Box Models Used to Support Bacterial Vaginosis Diagnosis, in H.G. (eds) Advances in Computational Intelligence. MICAI 2024 International Workshops. MICAI 2024. Lecture Notes in Computer Science, vol 15465, pp. 179–189, 2025, https://doi.org/10.1007/978-3-031-83882-8_17.
Marcos Mejia-Delgadillo, Rubén Garrido and Efrén Mezura-Montes, Parametric Identification of the Inverted Pendulum System: a Differential Evolution Approach, Congreso Latinoamericano de Control Automático (CLCA), 2025 (accepted).
José-Antonio Fuentes-Tomás, Efrén Mezura-Montes, Héctor-Gabriel Acosta-Mesa and David Herrera-Sánchez, Surrogate-Assisted Genetic Programming in Efficient Neural Architecture Search for Image Segmentation, In Proceedings of the Genetic and Evolutionary Computation Conference Companion (GECCO ’25 Companion), pp. 715–718, 2025, https://doi.org/10.1145/3712255.3726723.
Víctor-David García-Medina, Héctor-Gabriel Acosta-Mesa, Adriana-Laura López-Lobato and Efrén Mezura-Montes, Genetic Projective Discriminant Analysis, in Proceedings of the IEEE Latin American Conference on Computational Intelligence, IEEE Press, 2025 (accepted).
Jesús-Arnulfo Barradas-Palmeros, Carlos-Alberto López-Herrera, Marcela Quiroz-Castellanos, Efrén Mezura-Montes and Hector-Gabriel Acosta-Mesa, Comparative Analysis of Parent Selection Strategies in DeepGA for Neural Architecture Search, in Proceedings of the IEEE Latin American Conference on Computational Intelligence, IEEE Press, 2025 (accepted).
Diego Tristán-Rodríguez, Efrén Mezura-Montes and Ruben Garrido, Gradient Enhanced Particle Swarm Optimization algorithm, in Proceedings of the IEEE Latin American Conference on Computational Intelligence, IEEE Press, 2025 (accepted).
Marcos Mejía-Delgadillo, Rubén-Alejandro Garrido-Moctezuma and Efrén Mezura-Montes, Parameter identification of the Furuta pendulum using Differential Evolution, in Proceedings of the IEEE Latin American Conference on Computational Intelligence, IEEE Press, 2025 (accepted).
National Conferences
Emmanuel Isaac Juárez Caballero, Horacio Tapia-Mcclung, Efrén Mezura Montes, Jose Ángel Hernández Peredo, Uso de algoritmos de QML para la clasificación y regresión de series financieras, LXVIII Congreso Nacional de Física, 2025.
Emmanuel Isaac Juárez Caballero, Horacio Tapia-Mcclung, Efrén Mezura Montes, Jonathan Elías Francisco Hdíaz, Comparativa de las técnicas de codificación de imágenes usando Cómputo Cuántico, LXVIII Congreso Nacional de Física, 2025.
Emmanuel Isaac Juárez Caballero, Horacio Tapia-Mcclung, Efrén Mezura Montes, Alejandro Herrera Tovar, Codificación y clasificación binaria de datos mediante el uso de algoritmos híbridos en cómputo cuántico, LXVIII Congreso Nacional de Física, 2025.
National Journals
Francisco-Javier Hernandez-Somohano, Luz-Ivana Correa-Hernández, Jesús-Arnulfo Barradas-Palmeros, Héctor-Gabriel Acosta-Mesa and Efrén Mezura-Montes, Differential Evolution for Feature Selection: A Systematic Literature Review, Research in Computing Science, 154(8):79–91, 2025.
Valentina Cardenas-Moreno, Luz-Ivana Correa-Hernández, Carlos-Alberto López-Herrera, Héctor-Gabriel Acosta-Mesa and Efrén Mezura-Montes, Identification and segmentation of polyps in the colon aplying artificial intelligence techniques: a systematic literature review, Research in Computing Science, 154(5):103–116, 2025.
Book Chapters
Efrén Mezura-Montes and Daniel Molina-Pérez, Infeasibility, in Encyclopedia of Engineering Optimization and Heuristics, Springer, 2025 (accepted).
Karla-Paola Martínez-Rámila, Efrén Mezura-Montes and Héctor-Gabriel Acosta-Mesa, Comprendiendo la IA explicable: clave para construir confianza en los sistemas de IA generativa en educación, in Inteligencia Artificial Generativa en la Educación Superior: Una guía práctica para la implementación en las instituciones educativas, 2025.
