sample of publications

• articles 

  • Bayesian learning of feature spaces for multitask regression.  Neural Networks.  179:1-16. 2024
  • Predicting the effectiveness of drugs used for treating cardiovascular conditions in newborn infants.  Pediatric Research.  2023
  • Adaptive Sparse Gaussian Process.  IEEE Transactions on Neural Networks and Learning Systems.  1-14. 2023
  • Sign-consistency based variable importance for machine learning in brain imaging.  Neuroinformatics.  17:593-609. 2019
  • Partial Discharge Spectral Characterization in HF, VHF and UHF Bands Using Particle Swarm Optimization.  Sensors.  18. 2018
  • Robust Condition Assessment of Electrical Equipment with One Class Support Vector Machines Based on the Measurement of Partial Discharges.  Energies.  11. 2018
  • Detection of partial discharge sources using UHF sensors and blind signal separation.  Sensors.  17:1-13. 2017
  • A novel framework for parsimonious multivariate analysis.  Pattern Recognition.  71:173-186. 2017
  • Multiple partial discharge source discrimination with multiclass support vector machines.  Expert Systems with Applications.  55:417-428. 2016
  • Discovering brain regions relevant to obsessive-compulsive disorder identification through bagging and transduction.  Medical Image Analysis.  18:435-448. 2014
  • PAC-bayes bounds with data dependent priors.  Journal of Machine Learning Research.  13:3507-3531. 2012
  • Low-cost model selection for SVMs using local features.  Engineering Applications of Artificial Intelligence.  25:1203-1211. 2012
  • State-space dynamics distance for clustering sequential data.  Pattern Recognition.  44:1014-1022. 2011
  • A New Distance Measure for Model-Based Sequence Clustering.  IEEE Transactions on Pattern Analysis and Machine Intelligence.  31:1325-1331. 2009

• conference contributions 

  • PAC-Bayes bounds for stable algorithms with instance-dependent priors 2018
  • Voxel importance in classifier ensembles based on sign consistency patterns: application to sMRI 2016
  • Interference-aware MIMO precoder design with realistic power constraints.  164-168. 2013
  • Classifier-Based Affinities for Clustering Sets of Vectors.  1-6. 2012
  • Music Genre Classification Based on Dynamical Models 2012
  • Voxel Selection in MRI Through Bagging and Conformal Analysis: Application to Detection of Obsessive Complusive Disorder 2012
  • Identification of OCD-relevant brain areas through Multivariate Feature Selection.  1-8. 2011
  • Selective Multitask Learning by Coupling Common and Private Representation 2008