Sparsity Is Better with Stability: Combining Accuracy and Stability for Model Selection in Brain Decoding

Por Baldassarre, Luca, Pontil, Massimiliano, Mourão-Miranda, Janaina
Publicado no Front Neurosci (2017)

Predictive modelling using neuroimaging data in the presence of confounds

Por Rao, Anil, Monteiro, Joao M., Mourao-Miranda, Janaina
Publicado no Neuroimage (2017)

Measuring Abnormal Brains: Building Normative Rules in Neuroimaging Using One-Class Support Vector Machines

Por Sato, João Ricardo, Rondina, Jane Maryam, Mourão-Miranda, Janaina
Publicado em 2012

Decoding intracranial EEG data with multiple kernel learning method

Por Schrouff, Jessica, Mourão-Miranda, Janaina, Phillips, Christophe, Parvizi, Josef
Publicado no J Neurosci Methods (2016)

A multiple hold-out framework for Sparse Partial Least Squares

Por Monteiro, João M., Rao, Anil, Shawe-Taylor, John, Mourão-Miranda, Janaina
Publicado no J Neurosci Methods (2016)

Prediction of Individual Differences from Neuroimaging Data

Por Calhoun, Vince D., Lawrie, Stephan M., Mourao-Miranda, Janaina, Stephan, Klaas E.
Publicado no Neuroimage (2017)

What Does Brain Response to Neutral Faces Tell Us about Major Depression? Evidence from Machine Learning and fMRI

Por Oliveira, Leticia, Ladouceur, Cecile D., Phillips, Mary L., Brammer, Michael, Mourao-Miranda, Janaina
Publicado em 2013

Motor imagery of voluntary coughing-An fMRI study using a support vector machine

Por Szameitat, André J., Raabe, Markus, Müller, Hermann J., Greenlee, Mark W., Mourão-Miranda, Janaina
Publicado em 2010

Utilizing Temporal Information in fMRI Decoding: Classifier Using Kernel Regression Methods

Por Chu, Carlton, Mourão-Miranda, Janaina, Chiu, Yu-Chin, Kriegeskorte, Nikolaus, Tan, Geoffrey, Ashburner, John
Publicado em 2011

Diagnostic neuroimaging across diseases

Por Klöppel, Stefan, Abdulkadir, Ahmed, Jack, Clifford R., Koutsouleris, Nikolaos, Mourao-Miranda, Janaina, Vemuri, Prashanthi
Publicado em 2011

Pattern Classification of Working Memory Networks Reveals Differential Effects of Methylphenidate, Atomoxetine, and Placebo in Healthy Volunteers

Por Marquand, Andre F, De Simoni, Sara, O'Daly, Owen G, Williams, Steven CR, Mourão-Miranda, Janaina, Mehta, Mitul A
Publicado em 2011

Pattern Recognition and Functional Neuroimaging Help to Discriminate Healthy Adolescents at Risk for Mood Disorders from Low Risk Adolescents

Por Mourão-Miranda, Janaina, Oliveira, Leticia, Ladouceur, Cecile D., Marquand, Andre, Brammer, Michael, Birmaher, Boris, Axelson, David, Phillips, Mary L.
Publicado em 2012

Sparse network-based models for patient classification using fMRI

Por Rosa, Maria J., Portugal, Liana, Hahn, Tim, Fallgatter, Andreas J., Garrido, Marta I., Shawe-Taylor, John, Mourao-Miranda, Janaina
Publicado no Neuroimage (2015)

Patient classification as an outlier detection problem: An application of the One-Class Support Vector Machine

Por Mourão-Miranda, Janaina, Hardoon, David R., Hahn, Tim, Marquand, Andre F., Williams, Steve C.R., Shawe-Taylor, John, Brammer, Michael
Publicado em 2011

Automated detection of brain atrophy patterns based on MRI for the prediction of Alzheimer's disease

Por Plant, Claudia, Teipel, Stefan J., Oswald, Annahita, Böhm, Christian, Meindl, Thomas, Mourao-Miranda, Janaina, Bokde, Arun W., Hampel, Harald, Ewers, Michael
Publicado em 2010

Pattern recognition analyses of brain activation elicited by happy and neutral faces in unipolar and bipolar depression

Por Mourão-Miranda, Janaina, Almeida, Jorge RC, Hassel, Stefanie, de Oliveira, Leticia, Versace, Amelia, Marquand, Andre F, Sato, Joao R, Brammer, Michael, Phillips, Mary L
Publicado em 2012

SCoRS - a Method Based on Stability for Feature Selection and Mapping in Neuroimaging

Por Rondina, Jane M, Hahn, Tim, de Oliveira, Leticia, Marquand, Andre F, Dresler, Thomas, Leitner, Thomas, Fallgatter, Andreas J, Shawe-Taylor, John, Mourao-Miranda, Janaina
Publicado no IEEE Trans Med Imaging (2013)

Decoding negative affect personality trait from patterns of brain activation to threat stimuli

Por Fernandes Jr, Orlando, Portugal, Liana C.L., Alves, Rita de Cássia S., Arruda-Sanchez, Tiago, Rao, Anil, Volchan, Eliane, Pereira, Mirtes, Oliveira, Letícia, Mourao-Miranda, Janaina
Publicado no Neuroimage (2017)

Automated, High Accuracy Classification of Parkinsonian Disorders: A Pattern Recognition Approach

Por Marquand, Andre F., Filippone, Maurizio, Ashburner, John, Girolami, Mark, Mourao-Miranda, Janaina, Barker, Gareth J., Williams, Steven C. R., Leigh, P. Nigel, Blain, Camilla R. V.
Publicado em 2013

A novel approach to probabilistic biomarker‐based classification using functional near‐infrared spectroscopy

Por Hahn, Tim, Marquand, Andre F., Plichta, Michael M., Ehlis, Ann‐Christine, Schecklmann, Martin W., Dresler, Thomas, Jarczok, Tomasz A., Eirich, Elisa, Leonhard, Christine, Reif, Andreas, Lesch, Klaus‐Peter, Brammer, Michael J., Mourao‐Miranda, Janaina, Fallgatter, Andreas J.
Publicado em 2012