For the full list of Publications please see HERE.
Selected Publications:
A. Mihalik et al., Multiple holdouts with stability. Improving the generalizability of machine learning analyses of brain-behaviour relationships, Biological Psychiatry, 2020.
F. S. Ferreira, M. J. Rosa, et al., Sparse PLS hyper-parameters optimisation for investigating brain-behaviour relationships, 2018 International Workshop on Pattern Recognition in Neuroimaging (PRNI), 2018.
S. Ranlund, M. J. Rosa, et al., Associations between polygenic risk scores for four psychiatric illnesses and brain structure using multivariate pattern recognition, Neuroimage Clinical, 2018.
J. Schrouff, J. M. Monteiro, L. Portugal, M. J. Rosa, et al., Embedding anatomical or functional knowledge in whole-brain multiple kernel learning models, Neuroinformatics, 2018.
J. A. Taylor, N. Matthews, P. T. Michie, M. J. Rosa, M. I. Garrido, Auditory prediction errors as individual biomarkers of schizophrenia, Neuroimage Clinical, 2017.
L. Portugal, M. J. Rosa, et al., Can emotional and behavioral dysregulation in youth be decoded from functional neuroimaging?, PLoS One, 2016.
M. J. Rosa, et al., Estimating multivariate similarity between neuroimaging datasets with sparse canonical correlation analysis: an application to perfusion imaging, Frontiers in Neuroscience, 2015.
M. J. Rosa, et al., Sparse network-based models for patient classification using fMRI, NeuroImage, 2015.
M. J. Rosa, Posterior Probability Maps, Brain Mapping: An Encyclopaedic Reference, Elsevier, 2015.
M. J. Rosa, et al., Decoding the matrix: Benefits & limitations of applying machine learning to pain neuroimaging, Pain, 2014.
M. J. Rosa, et al., PRoNTo: Pattern Recognition for Neuroimaging Toolbox, Neuroinformatics, 2013.
M. J. Rosa, Development & application of model selection methods for investigating brain function, PhD thesis, UCL, 2012.
M. J. Rosa, et al., Bayesian comparison of local neurovascular coupling models using EEG-fMRI, PLoS Comp. Bio. 2011.
M. J. Rosa, et al., Bayesian model selection maps for group studies, NeuroImage, 2010.
More publications here.
Dr Maria Duarte Rosa :: Data Science 