Machine Learning
Machine Learning is a very extensive research line in our group. Our research has involved a wide variety of topics in machine learning for over two decades. Our current research focuses on both supervised and unsupervised learning techniques, including complex problems as imbalanced classification, regression, clustering, association rules and dimensionality reduction.
We have developed new algorithms in most of such topics, including neighbor-based strategies, decision trees and neural networks, among others.