| 2017 | ICMLA | Novel Trends in Scaling Up Machine Learning Algorithms. | Noel Lopes, Bernardete Ribeiro |
| 2016 | CIARP | Trading off Distance Metrics vs Accuracy in Incremental Learning Algorithms. | Noel Lopes, Bernardete Ribeiro |
| 2015 | IBPRIA | On the Impact of Distance Metrics in Instance-Based Learning Algorithms. | Noel Lopes, Bernardete Ribeiro |
| 2015 | IJCNN | Learning the hash code with generalised regression neural networks for handwritten signature biometric data retrieval. | Bernardete Ribeiro, Noel Lopes, Catarina Silva |
| 2014 | IJCNN | Signature identification via efficient feature selection and GPU-based SVM classifier. | Bernardete Ribeiro, Noel Lopes, Joo Gonalves |
| 2013 | CIARP | Extreme Learning Classifier with Deep Concepts. | Bernardete Ribeiro, Noel Lopes |
| 2012 | CIARP | Improving Convergence of Restricted Boltzmann Machines via a Learning Adaptive Step Size. | Noel Lopes, Bernardete Ribeiro |
| 2012 | HAIS | An Incremental Hypersphere Learning Framework for Protein Membership Prediction. | Noel Lopes, Daniel Correia, Carlos Pereira, Bernardete Ribeiro, Antnio Dourado |
| 2012 | ICONIP | Multi-threaded Support Vector Machines for Pattern Recognition. | Joo Gonalves, Noel Lopes, Bernardete Ribeiro |
| 2012 | IJCNN | Restricted Boltzmann Machines and Deep Belief Networks on multi-core processors. | Noel Lopes, Bernardete Ribeiro, Joo Gonalves |
| 2011 | ICONIP | An Incremental Class Boundary Preserving Hypersphere Classifier. | Noel Lopes, Bernardete Ribeiro |
| 2011 | ICONIP | Deep Belief Networks for Financial Prediction. | Bernardete Ribeiro, Noel Lopes |
| 2011 | IJCNN | A fast optimized semi-supervised non-negative Matrix Factorization algorithm. | Noel Lopes, Bernardete Ribeiro |
| 2010 | CIARP | A Hybrid Face Recognition Approach Using GPUMLib. | Noel Lopes, Bernardete Ribeiro |
| 2010 | HIS | GPUMLib: A new Library to combine Machine Learning algorithms with Graphics Processing Units. | Noel Lopes, Bernardete Ribeiro, Ricardo Quintas |
| 2010 | ICAART | Stochastic GPU-based Multithread Implementation of Multiple Back-propagation. | Noel Lopes, Bernardete Ribeiro |
| 2010 | IJCNN | A strategy for dealing with missing values by using selective activation neurons in a multi-topology framework. | Noel Lopes, Bernardete Ribeiro |
| 2010 | IJCNN | High-performance bankruptcy prediction model using Graphics Processing Units. | Bernardete Ribeiro, Noel Lopes, Catarina Silva |
| 2010 | IJCNN | Improving recall values in breast cancer diagnosis with Incremental Background Knowledge. | Catarina Silva, Bernardete Ribeiro, Noel Lopes |
| 2010 | IDEAL | Non-negative Matrix Factorization Implementation Using Graphic Processing Units. | Noel Lopes, Bernardete Ribeiro |
| 2009 | CIARP | Fast Pattern Classification of Ventricular Arrhythmias Using Graphics Processing Units. | Noel Lopes, Bernardete Ribeiro |
| 2009 | IDEAL | GPU Implementation of the Multiple Back-Propagation Algorithm. | Noel Lopes, Bernardete Ribeiro |