sample of publications

• articles 

  • COCOA: Cost-Optimized COunterfactuAl explanation method.  INFORMATION SCIENCES.  670:1-15. 2024
  • One-step Bayesian example-dependent cost classification: The OsC-MLP method.  NEURAL NETWORKS.  173:1-10. 2024
  • Neural network for ordinal classification of imbalanced data by minimizing a Bayesian cost.  PATTERN RECOGNITION.  137:1-10. 2023
  • Imbalance example-dependent cost classification: A Bayesian based method.  EXPERT SYSTEMS WITH APPLICATIONS.  213:1-13. 2023
  • A Bayes risk minimization machine for example-dependent cost classification.  IEEE Transactions on Cybernetics.  51:3524-3534. 2021
  • Ensembles of cost-diverse Bayesian neural learners for imbalanced binary classification.  INFORMATION SCIENCES.  520:31-45. 2020
  • Training neural network classifiers through Bayes risk minimization applying unidimensional Parzen windows.  PATTERN RECOGNITION.  77:204-215. 2018
  • Class Switching according to Nearest Enemy Distance for learning from highly imbalanced data-sets.  PATTERN RECOGNITION.  70:12-24. 2017
  • Decentralized detection for censored binary observations with statistical dependence.  SIGNAL PROCESSING.  123:112-121. 2016
  • Closed-Form Error Exponent for the Neyman-Pearson Fusion of Dependent Local Decisions in a One-Dimensional Sensor Network.  IEEE TRANSACTIONS ON SIGNAL PROCESSING.  59:1239-1254. 2011
  • Blind Equalization Using the IRWLS Formulation of the Support Vector Machine.  SIGNAL PROCESSING.  89:1436-1445. 2009
  • Optimal Sensor Selection in Binary Heterogeneous Sensor Networks.  IEEE TRANSACTIONS ON SIGNAL PROCESSING.  57:1577-1587. 2009

• conference contributions 

  • A principled two-step method for example-dependent cost binary classification.  13-22. 2019
  • Classification in binary imbalanced data using a Bayesian ensemble of Bayesian neural networks.  304-314. 2015
  • Optimal Neyman-Pearson fusion in two-dimensional sensor networks with serial architecture and dependent observations 2011
  • Decentralized Detection in a Dense Wireless Sensor Network with Correlated Observations 2008