sample of publications

• articles 

  • Supervised data transformation and dimensionality reduction with a 3-layer multi-layer perceptron for classification problems.  Journal of Ambient Intelligence and Humanized Computing.  12:10515-10527. 2021
  • Study of Hellinger Distance as a splitting metric for Random Forests in balanced and imbalanced classification datasets.  EXPERT SYSTEMS WITH APPLICATIONS.  149:1-44. 2020
  • Improving prediction intervals using measured solar power with a multi-objective approach.  Energies.  12:4713. 2019
  • Multi-objective evolutionary optimization of prediction intervals for solar energy forecasting with neural networks.  INFORMATION SCIENCES.  418:363-382. 2017
  • Machine learning techniques for daily solar energy prediction and interpolation using numerical weather models.  CONCURRENCY AND COMPUTATION-PRACTICE & EXPERIENCE.  28:1261-1274. 2016
  • Applying evolution strategies to preprocessing EEG signals for brain-computer interfaces.  INFORMATION SCIENCES.  215:53-56. 2012
  • A lazy learning approach for building classification models.  INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS.  26:773-786. 2011
  • Optimization algorithms for large-scale real-world instances of the frequency assignment problem.  SOFT COMPUTING.  15:975-990. 2011
  • Evolving linear transformations with a rotation-angles/scaling representation.  EXPERT SYSTEMS WITH APPLICATIONS.  39:3276-3282. 2011
  • Time series prediction evolving Voronoi regions.  APPLIED INTELLIGENCE.  34:116-126. 2011
  • Programming Robosoccer Agents by Modeling Human Behavior.  EXPERT SYSTEMS WITH APPLICATIONS.  36:1850-1859. 2009
  • GPPE: A Method to Generate Ad-Hoc Feature Extractors for Prediction in Financial Domains.  APPLIED INTELLIGENCE.  29:174-185. 2008
  • Learning Radial Basis Neural Networks in a Lazy Way: A Comparative Study.  NEUROCOMPUTING.  71:2529-2537. 2008

• book chapters 

  • Transition Detection for Brain Computer Interface Classification. In: Biomedical Engineering Systems and Technologies: International Joint Conference, BIOSTEC 2009 Porto, Portugal, January 14-17, 2009, Revised Selected Papers.  SPRINGER. 200-210. 2010
  • Neural Lazy Local Learning. In: Optimization Techniques for Solving Complex Problems.  WILEY. 2009
  • Envolving Rules For Local Time Series Prediction. In: Optimization Techniques or Solving Complex Problems.  John Wiley & Sons, Inc, New York. 247-261. 2009

• conference contributions 

  • A Study of Machine Learning Techniques for Daily Solar Energy Forecasting using Numerical Weather Models.  269-278. 2015
  • Interpolación espacial para la predicción de la radiación solar mediante gradient tree boosting 2015
  • Hybridization of Clustering and Local Search for the Frequency Assignment Problem 2008
  • Metaheuristics for Solving a Real-World Frequency Assignment Problem in GSM Networks.  1579-1586. 2008