computationally expensive. Functional magnetic resonance imaging (fMRI) produces datasets with such characteristics creating … challenges for applying machine learning techniques to classify cognitive states based on fMRI data. In this study, we present an … approach, we apply our framework to three different real-world fMRI datasets. The results show that regularized classifiers …