| 2014 | ICAART | Learning on Vertically Partitioned Data based on Chi-square Feature Selection and Naive Bayes Classification. | Vernica Boln-Canedo, Diego Peteiro-Barral, Amparo Alonso-Betanzos, Bertha Guijarro-Berdias, Noelia Snchez-Maroo |
| 2013 | ICAART | Multi-criteria Evaluation of Class Binarization and Feature Selection in Tear Film Lipid Layer Classification. | Rebeca Mndez, Beatriz Remeseiro, Diego Peteiro-Barral, Manuel G. Penedo |
| 2013 | ICAART | Evaluation of Class Binarization and Feature Selection in Tear Film Classification using TOPSIS. | Rebeca Mndez, Beatriz Remeseiro, Diego Peteiro-Barral, Manuel G. Penedo |
| 2013 | ICAISC | A Study on the Scalability of Artificial Neural Networks Training Algorithms Using Multiple-Criteria Decision-Making Methods. | Diego Peteiro-Barral, Bertha Guijarro-Berdias |
| 2013 | ICANN | A Distributed Learning Algorithm Based on Frontier Vector Quantization and Information Theory. | Diego Peteiro-Barral, Bertha Guijarro-Berdias |
| 2012 | ICTAI | Interferential Tear Film Lipid Layer Classification: An Automatic Dry Eye Test. | Vernica Boln-Canedo, Diego Peteiro-Barral, Beatriz Remeseiro, Amparo Alonso-Betanzos, Bertha Guijarro-Berdias, Antonio Mosquera Gonzlez, Manuel G. Penedo, Noelia Snchez-Maroo |
| 2012 | KES | An Analysis of Clustering Approaches to Distributed Learning on Heterogeneously Distributed Datasets. | Diego Peteiro-Barral, Bertha Guijarro-Berdias |
| 2011 | ESANN | A distributed learning algorithm based on two-layer artificial neural networks and genetic algorithms. | Diego Peteiro-Barral, Bertha Guijarro-Berdias, Beatriz Prez-Snchez, Oscar Fontenla-Romero |
| 2011 | ICAART | Dealing with "Very Large" Datasets - An Overview of a Promising Research Line: Distributed Learning. | Diego Peteiro-Barral, Bertha Guijarro-Berdias, Beatriz Prez-Snchez |