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Research interests
- Research in the area of applied statistics, machine learning and biomedical engineering
- Multivariate data analysis; latent variable regression, classification and dimensionality reduction methods;
Dynamic Bayesian Networks for data fusion; nonlinear kernel learning & support vector machines
- Electrophysiological data analysis (EEG,EOG, EMG, ECG); event-related potentials; sleep process modeling;
study of cognitive fatigue; brain-computer interfaces; vigilance, drowsiness and fatigue monitoring
- Information theory; complexity measures
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