| 2022 | IJCNN | Towards interpretable machine learning for clinical decision support. | Bradley Walters, Sandra Ortega-Martorell, Ivn Olier, Paulo J. G. Lisboa |
| 2021 | ESANN | The partial response SVM. | Bradley Walters, Sandra Ortega-Martorell, Ivn Olier, Paulo Lisboa |
| 2020 | IPMU | Explaining the Neural Network: A Case Study to Model the Incidence of Cervical Cancer. | Paulo J. G. Lisboa, Sandra Ortega-Martorell, Ivn Olier |
| 2019 | IJCNN | Benchmarking multi-task learning in predictive models for drug discovery. | Philippa Grace McCabe, Sandra Ortega-Martorell, Ivn Olier |
| 2019 | IDEAL | A Comparative Assessment of Feed-Forward and Convolutional Neural Networks for the Classification of Prostate Lesions. | Sabrina Marnell, Patrick Riley, Ivn Olier, Marc Rea, Sandra Ortega-Martorell |
| 2019 | IDEAL | Comparative Analysis for Computer-Based Decision Support: Case Study of Knee Osteoarthritis. | Philippa Grace McCabe, Ivn Olier, Sandra Ortega-Martorell, Ian H. Jarman, Vasilios Baltzopoulos, Paulo Lisboa |
| 2014 | CIDM | Semi-supervised source extraction methodology for the nosological imaging of glioblastoma response to therapy. | Sandra Ortega-Martorell, Ivn Olier, Teresa Delgado-Goni, Magdalena Ciezka, Margarida Juli-Sap, Paulo J. G. Lisboa, Carles Ars |
| 2014 | CIDM | Automatic relevance source determination in human brain tumors using Bayesian NMF. | Sandra Ortega-Martorell, Ivn Olier, Margarida Juli-Sap, Carles Ars, Paulo J. G. Lisboa |
| 2011 | ESANN | A probabilistic approach to the visual exploration of G Protein-Coupled Receptor sequences. | Alfredo Vellido, Martha Ivn Crdenas, Ivn Olier, Xavier Rovira, Jess Giraldo |
| 2010 | ESANN | Segmentation of EMG time series using a variational Bayesian approach for the robust estimation of cortical silent periods. | Ivn Olier, Juli Amengual, Alfredo Vellido |
| 2010 | ESANN | Kernel generative topographic mapping. | Ivn Olier, Alfredo Vellido, Jess Giraldo |
| 2010 | ESANN | Spectral Prototype Extraction for dimensionality reduction in brain tumour diagnosis. | Sandra Ortega-Martorell, Ivn Olier, Alfredo Vellido, Margarida Juli-Sap, Carles Ars |
| 2008 | IJCNN | A variational formulation for GTM through time. | Ivn Olier, Alfredo Vellido |
| 2008 | IJCNN | On the benefits for model regularization of a variational formulation of GTM. | Ivn Olier, Alfredo Vellido |
| 2007 | IDEAL | Variational GTM. | Ivn Olier, Alfredo Vellido |
| 2006 | IDEAL | Time Series Relevance Determination Through a Topology-Constrained Hidden Markov Model. | Ivn Olier, Alfredo Vellido |
| 2005 | IWANN | Comparative Assessment of the Robustness of Missing Data Imputation Through Generative Topographic Mapping. | Ivn Olier, Alfredo Vellido |