Optimising Performance Curves for Ensemble Models through Pareto Front Analysis of the Decision Space. - Gutiérrez-Gallego, Alberto; Garnica, Oscar; Parra, Daniel; Velasco, J. Manuel; Hidalgo, J. Ignacio (Expert Syst. J. Knowl. Eng., 2025)

Unveiling the dynamics of NOx pollution in internal combustion engines by Structured Grammatical Evolution. - López, Marcos Llamazares; Parra, Daniel; Cabo, José Manuel Velasco; Garnica, Oscar; Micó, Rafael Jacinto Villanueva; Hidalgo, J. Ignacio (2025)

Building uncertainty-aware mathematical models based on evidence from datasets using grammatical evolution optimization techniques: the case of the obesity dynamics. - Parra, Daniel; Hidalgo, José Ignacio; Velasco, José Manuel; Villanueva, Rafael-Jacinto (Comput. Appl. Math., 2024)

Learning Difference Equations With Structured Grammatical Evolution for Postprandial Glycaemia Prediction. - Parra, Daniel; Joedicke, David; Velasco, J. Manuel; Kronberger, Gabriel; Hidalgo, José Ignacio (IEEE J. Biomed. Health Informatics, 2024)

Modelling the Risk of Overweight and Obesity Based on the GenObiA Dataset Using Genetic Programming. - Hidalgo, José Ignacio; Mayrhuber, Elisabeth; Winkler, Stephan M.; Parra, Daniel; Velasco, J. Manuel; Zamorano-León, José J.; Garnica, Oscar (2024)

Modelling the Transmission Dynamics of Obesity: A Multi-Objective Approach Using Dynamic Structured Grammatical Evolution. - Parra, Daniel; Gutiérrez-Gallego, Alberto; Velasco, José Manuel; Villanueva, Rafael-Jacinto; Hidalgo, José Ignacio (2023)

Genetic Programming Techniques for Glucose Prediction in People with Diabetes. - Hidalgo, José Ignacio; Velasco, José Manuel; Parra, Daniel; Garnica, Oscar (2023)

Patterns Detection in Glucose Time Series by Domain Transformations and Deep Learning. - Alvarado, J.; Velasco, J. Manuel; Chávez, F.; Hidalgo, José Ignacio; Vega, Francisco Fernández de (CoRR, 2023)

Learning Difference Equations with Structured Grammatical Evolution for Postprandial Glycaemia Prediction. - Parra, Daniel; Joedicke, David; Velasco, J. Manuel; Kronberger, Gabriel; Hidalgo, José Ignacio (CoRR, 2023)

Blood glucose prediction using multi-objective grammatical evolution: analysis of the "agnostic" and "what-if" scenarios. - Contador, Sergio; Colmenar, J. Manuel; Garnica, Oscar; Velasco, J. Manuel; Hidalgo, José Ignacio (Genet. Program. Evolvable Mach., 2022)

Obtaining Difference Equations for Glucose Prediction by Structured Grammatical Evolution and Sparse Identification. - Parra, Daniel; Joedicke, David; Gutiérrez, Alberto; Velasco, J. Manuel; Garnica, Oscar; Colmenar, J. Manuel; Hidalgo, José Ignacio (2022)

Combining the Properties of Random Forest with Grammatical Evolution to Construct Ensemble Models. - Parra, Daniel; Gutiérrez, Alberto; Velasco, José Manuel; Garnica, Oscar; Hidalgo, José Ignacio (2022)

Approaching epistemic and aleatoric uncertainty with evolutionary optimization: examples and challenges. - Ceberio, Josu; Cortés, Juan Carlos; Vega, Francisco Fernández de; Garnica, Oscar; Hidalgo, José Ignacio; Velasco, J. Manuel; Villanueva, Rafael-Jacinto (2022)

Glucose forecasting using genetic programming and latent glucose variability features. - Contador, Sergio; Velasco, J. Manuel; Garnica, Oscar; Hidalgo, José Ignacio (Appl. Soft Comput., 2021)

Blood Glucose Prediction Using a Two Phase TSK Fuzzy Rule Based System. - Alvarado, Jorge; Velasco, J. Manuel; O, Francisco Chávez de la; Hidalgo, José Ignacio; Vega, Francisco Fernández de (2021)

Probabilistic Fitting of Glucose Models with Real-Coded Genetic Algorithms. - Cervigón, Carlos; Velasco, J. Manuel; Simón, Clara Burgos; Villanueva, Rafael J.; Hidalgo, José Ignacio (2021)

Glucose forecasting combining Markov chain based enrichment of data, random grammatical evolution and Bagging. - Hidalgo, José Ignacio; Botella, Marta; Velasco, J. Manuel; Garnica, Oscar; Cervigón, Carlos; Martínez, Remedios; Aramendi, Aranzazu; Maqueda, Esther; Lanchares, Juan (Appl. Soft Comput., 2020)

Noise spectral analysis and error estimation of continuous glucose monitors under real-life conditions of diabetes patients. - Garnica, Oscar; Lanchares, Juan; Velasco, J. Manuel; Hidalgo, José Ignacio; Botella, Marta (Biomed. Signal Process. Control., 2020)

Analysis of the performance of Genetic Programming on the Blood Glucose Level Prediction Challenge 2020. - Joedicke, David; Kronberger, Gabriel; Colmenar, José Manuel; Winkler, Stephan M.; Velasco, José Manuel; Contador, Sergio; Hidalgo, José Ignacio (2020)

Profiled glucose forecasting using genetic programming and clustering. - Contador, Sergio; Velasco, J. Manuel; Garnica, Oscar; Hidalgo, José Ignacio (2020)

Can clustering improve glucose forecasting with genetic programming models? - Contador, Sergio; Hidalgo, José Ignacio; Garnica, Oscar; Velasco, J. Manuel; Lanchares, Juan (2019)

Combining data augmentation, EDAs and grammatical evolution for blood glucose forecasting. - Velasco, José Manuel; Garnica, Oscar; Lanchares, Juan; Botella, Marta; Hidalgo, José Ignacio (Memetic Comput., 2018)

Identification of Models for Glucose Blood Values in Diabetics by Grammatical Evolution. - Hidalgo, José Ignacio; Colmenar, J. Manuel; Velasco, J. Manuel; Kronberger, Gabriel; Winkler, Stephan M.; Garnica, Oscar; Lanchares, Juan (2018)

A meta-grammatical evolutionary process for portfolio selection and trading. - Contreras, Iván; Hidalgo, José Ignacio; Núñez-Letamendia, Laura; Velasco, J. Manuel (Genet. Program. Evolvable Mach., 2017)

Data augmentation and evolutionary algorithms to improve the prediction of blood glucose levels in scarcity of training data. - Velasco, José Manuel; Garnica, Oscar; Contador, Sergio; Lanchares, Juan; Maqueda, Esther; Botella, Marta; Hidalgo, José Ignacio (2017)

Enhancing Grammatical Evolution Through Data Augmentation: Application to Blood Glucose Forecasting. - Velasco, José Manuel; Garnica, Oscar; Contador, Sergio; Colmenar, José Manuel; Maqueda, Esther; Botella, Marta; Lanchares, Juan; Hidalgo, José Ignacio (2017)

Embedded Grammars for Grammatical Evolution on GPGPU. - Hidalgo, José Ignacio; Cervigón, Carlos; Velasco, José Manuel; Colmenar, J. Manuel; Sánchez, Carlos García; Botella, Guillermo (2017)

Forecasting glucose levels in patients with diabetes mellitus using semantic grammatical evolution and symbolic aggregate approximation. - Velasco, José Manuel; Garnica, Oscar; Contador, Sergio; Botella, Marta; Lanchares, Juan; Hidalgo, José Ignacio (2017)

Compilable Phenotypes: Speeding-Up the Evaluation of Glucose Models in Grammatical Evolution. - Colmenar, J. Manuel; Hidalgo, José Ignacio; Lanchares, Juan; Garnica, Oscar; Risco-Martín, José L.; Contreras, Iván; Sánchez, Almudena; Velasco, J. Manuel (2016)

Data-Based Identification of Prediction Models for Glucose. - Velasco, J. Manuel; Winkler, Stephan M.; Hidalgo, José Ignacio; Garnica, Oscar; Lanchares, Juan; Colmenar, J. Manuel; Maqueda, Esther; Botella, Marta; Rubio, José Antonio (2015)

Memory power optimization of Java-based embedded systems exploiting garbage collection information. - Velasco, José Manuel; Atienza, David; Olcoz, Katzalin (J. Syst. Archit., 2012)

Exploration of memory hierarchy configurations for efficient garbage collection on high-performance embedded systems. - Velasco, José Manuel; Atienza, David; Olcoz, Katzalin (2009)

Efficient Object Placement including Node Selection in a Distributed Virtual Machine. - Velasco, José Manuel; Atienza, David; Olcoz, Katzalin; Tirado, Francisco (2007)

Performance Evaluation of Barrier Techniques for Distributed Tracing Garbage Collectors. - Velasco, José Manuel; Atienza, David; Olcoz, Katzalin; Catthoor, Francky (2005)

Energy Characterization of Garbage Collectors for Dynamic Applications on Embedded Systems. - Velasco, José Manuel; Atienza, David; Olcoz, Katzalin; Catthoor, Francky; Tirado, Francisco; Mendias, Jose Manuel (2005)

Garbage Collector Refinement for New Dynamic Multimedia Applications on Embedded Systems. - Velasco, José Manuel; Atienza, David; Catthoor, Francky; Tirado, Francisco; Olcoz, Katzalin; Mendias, Jose Manuel (2004)

Dynamic Management of Nursery Space Organization in Generational Collection. - Velasco, José Manuel; Ortiz, Antonio; Olcoz, Katzalin; Tirado, Francisco (2004)

Adaptive Tuning of Reserved Space in an Appel Collector. - Velasco, José Manuel; Olcoz, Katzalin; Tirado, Francisco (2004)