Contributions of stimulus valence and arousal to visual activation during emotional perception. - Janaina Mourão Miranda; Eliane Volchan; Jorge Moll; Ricardo de Oliveira-Souza; Leticia de Oliveira; Ivanei E. Bramati; Ricardo Gattass; Luiz Pessoa (NeuroImage, 2003)

Classifying brain states and determining the discriminating activation patterns: Support Vector Machine on functional MRI data. - Janaina Mourão Miranda; Arun L. W. Bokde; Christine Born; Harald Hampel; Martin Stetter (NeuroImage, 2005)

The impact of temporal compression and space selection on SVM analysis of single-subject and multi-subject fMRI data. - Janaina Mourão Miranda; Emanuelle Reynaud; Francis McGlone; Gemma A. Calvert; Michael J. Brammer (NeuroImage, 2006)

Using Image Stimuli to Drive fMRI Analysis. - David R. Hardoon; Janaina Mourão Miranda; Michael J. Brammer; John Shawe-Taylor (ICONIP (1), 2007)

DWT-CEM: an algorithm for scale-temporal clustering in fMRI. - João Ricardo Sato; André Fujita; Edson Amaro Jr.; Janaina Mourão Miranda; Pedro Alberto Morettin; Michael John Brammer (Biol. Cybern., 2007)

Unsupervised analysis of fMRI data using kernel canonical correlation. - David R. Hardoon; Janaina Mourão Miranda; Michael J. Brammer; John Shawe-Taylor (NeuroImage, 2007)

Dynamic discrimination analysis: A spatial-temporal SVM. - Janaina Mourão Miranda; Karl J. Friston; Michael John Brammer (NeuroImage, 2007)

Bayesian decoding of brain images. - Karl J. Friston; Carlton Chu; Janaina Mourão Miranda; Oliver J. Hulme; Geraint Rees 001; Will D. Penny; John Ashburner (NeuroImage, 2008)

Dynamic Changes in the Mental Rotation Network Revealed by Pattern Recognition Analysis of fMRI Data. - Janaina Mourão Miranda; Christine Ecker; João Ricardo Sato; Michael J. Brammer (J. Cogn. Neurosci., 2009)

Corrigendum to "Evaluating SVM and MLDA in the extraction of discriminant regions for mental state prediction": [NeuroImage 46 (2009) 105-114]. - João Ricardo Sato; André Fujita; Carlos Eduardo Thomaz; Maria da Graça Morais Martin; Janaina Mourão Miranda; Michael John Brammer; Edson Amaro Jr. (NeuroImage, 2009)

Evaluating SVM and MLDA in the extraction of discriminant regions for mental state prediction. - João Ricardo Sato; André Fujita; Carlos Eduardo Thomaz; Maria da Graça Morais Martin; Janaina Mourão Miranda; Michael John Brammer; Edson Amaro Júnior (NeuroImage, 2009)

Investigating the predictive value of whole-brain structural MR scans in autism: A pattern classification approach. - Christine Ecker; Vanessa Rocha-Rego; Patrick J. Johnston; Janaina Mourão Miranda; Andre F. Marquand; Eileen M. Daly; Michael J. Brammer; Clodagh Murphy; Declan G. M. Murphy (NeuroImage, 2010)

Quantitative prediction of subjective pain intensity from whole-brain fMRI data using Gaussian processes. - Andre F. Marquand; Matthew Howard 002; Michael John Brammer; Carlton Chu; Steven Coen; Janaina Mourão Miranda (NeuroImage, 2010)

Automated detection of brain atrophy patterns based on MRI for the prediction of Alzheimer's disease. - Claudia Plant; Stefan J. Teipel; Annahita Oswald; Christian Böhm 001; Thomas Meindl; Janaina Mourão Miranda; Arun L. W. Bokde; Harald Hampel; Michael Ewers (NeuroImage, 2010)

A New Feature Selection Method Based on Stability Theory - Exploring Parameters Space to Evaluate Classification Accuracy in Neuroimaging Data. - Jane M. Rondina; John Shawe-Taylor; Janaina Mourão Miranda (MLINI, 2011)

Utilizing temporal information in fMRI decoding: Classifier using kernel regression methods. - Carlton Chu; Janaina Mourão Miranda; Yu-Chin Chiu; Nikolaus Kriegeskorte; Geoffrey C. Y. Tan; John Ashburner (NeuroImage, 2011)

Patient classification as an outlier detection problem: An application of the One-Class Support Vector Machine. - Janaina Mourão Miranda; David R. Hardoon; Tim Hahn; Andre F. Marquand; Steven C. R. Williams; John Shawe-Taylor; Michael J. Brammer (NeuroImage, 2011)

Structured Sparsity Models for Brain Decoding from fMRI Data. - Luca Baldassarre; Janaina Mourão Miranda; Massimiliano Pontil (PRNI, 2012)

Diagnostic neuroimaging across diseases. - Stefan Klöppel; Ahmed Abdulkadir; Clifford R. Jack Jr.; Nikolaos Koutsouleris; Janaina Mourão Miranda; Prashanthi Vemuri (NeuroImage, 2012)

Stability-Based Multivariate Mapping Using SCoRS. - Jane Maryam Rondina; John Shawe-Taylor; Janaina Mourão Miranda (PRNI, 2013)

Sparse Network-Based Models for Patient Classification Using fMRI. - Maria João Duarte Rosa; Liana Catarina Lima Portugal; John Shawe-Taylor; Janaina Mourão Miranda (PRNI, 2013)

Localizing and Comparing Weight Maps Generated from Linear Kernel Machine Learning Models. - Jessica Schrouff; Julien Crémers; Gaëtan Garraux; Luca Baldassarre; Janaina Mourão Miranda; Christophe Phillips (PRNI, 2013)

PRoNTo: Pattern Recognition for Neuroimaging Toolbox. - Jessica Schrouff; Maria João Duarte Rosa; Jane M. Rondina; Andre F. Marquand; Carlton Chu; John Ashburner; Christophe Phillips; Jonas Richiardi; Janaina Mourão Miranda (Neuroinformatics, 2013)

Leveraging Clinical Data to Enhance Localization of Brain Atrophy. - João M. Monteiro; Anil Rao; John Ashburner; John Shawe-Taylor; Janaina Mourão Miranda (MLINI@NIPS, 2014)

Decoding memory processing from electro-corticography in human posteromedial cortex. - Jessica Schrouff; Brett L. Foster; V. Rangarajan; Christophe Phillips; Janaina Mourão Miranda; Josef Parvizi (PRNI, 2014)

SCoRS - A Method Based on Stability for Feature Selection and Apping in Neuroimaging. - Jane M. Rondina; Tim Hahn; Leticia de Oliveira; Andre F. Marquand; Thomas Dresler; Thomas Leitner; Andreas J. Fallgatter; John Shawe-Taylor; Janaina Mourão Miranda (IEEE Trans. Medical Imaging, 2014)

Correction to "SCoRS - A Method Based on Stability for Feature Selection and Mapping in Neuroimaging". - Jane M. Rondina; Tim Hahn; Leticia de Oliveira; Andre F. Marquand; Thomas Dresler; Thomas Leitner; Andreas J. Fallgatter; John Shawe-Taylor; Janaina Mourão Miranda (IEEE Trans. Medical Imaging, 2014)

Multivariate Effect Ranking via Adaptive Sparse PLS. - Joao M. Monteiro; Anil Rao; John Ashburner; John Shawe-Taylor; Janaina Mourão Miranda (PRNI, 2015)

A Comparison of Strategies for Incorporating Nuisance Variables into Predictive Neuroimaging Models. - Anil Rao; Joao M. Monteiro; John Ashburner; Liana Catarina Lima Portugal; Orlando Fernandes Junior; Leticia de Oliveira; Mirtes Pereira; Janaina Mourão Miranda (PRNI, 2015)

Predicting Numerical Processing in Naturalistic Settings from Controlled Experimental Conditions. - Jessica Schrouff; Christophe Phillips; Josef Parvizi; Janaina Mourão Miranda (PRNI, 2015)

Sparse network-based models for patient classification using fMRI. - Maria João Duarte Rosa; Liana Catarina Lima Portugal; Tim Hahn; Andreas J. Fallgatter; Marta I. Garrido; John Shawe-Taylor; Janaina Mourão Miranda (NeuroImage, 2015)

A multimodal multiple kernel learning approach to Alzheimer's disease detection. - Michele Donini; João M. Monteiro; Massimiliano Pontil; John Shawe-Taylor; Janaina Mourão Miranda (MLSP, 2016)

Prediction of clinical scores from neuroimaging data with censored likelihood gaussian processes. - Anil Rao; João M. Monteiro; Janaina Mourão Miranda (PRNI, 2016)

Prediction of Individual Differences from Neuroimaging Data. - Vince D. Calhoun; Stephen M. Lawrie; Janaina Mourão Miranda; Klaas E. Stephan (NeuroImage, 2017)

Decoding negative affect personality trait from patterns of brain activation to threat stimuli. - Orlando Fernandes Junior; Liana Catarina Lima Portugal; Rita de Cássia Soares Alves; Tiago Arruda-Sanchez; Anil Rao; Eliane Volchan; Mirtes Pereira; Leticia de Oliveira; Janaina Mourão Miranda (NeuroImage, 2017)

Multi-center MRI prediction models: Predicting sex and illness course in first episode psychosis patients. - Mireille Nieuwenhuis; Hugo G. Schnack; Neeltje E. M. van Haren; Julia M. Lappin; Craig Morgan; Antje A. Reinders; Diana Tordesillas-Gutierrez; Roberto Roiz-Santiañez; Maristela S. Schaufelberger; Pedro G. Rosa; Marcus V. Zanetti; Geraldo F. Busatto; et al. (NeuroImage, 2017)

Predictive modelling using neuroimaging data in the presence of confounds. - Anil Rao; João M. Monteiro; Janaina Mourão Miranda; Alzheimer's Disease Neuroimaging Initiative (NeuroImage, 2017)

Sparse PLS hyper-parameters optimisation for investigating brain-behaviour relationships. - Fabio S. Ferreira; Maria João Duarte Rosa; Michael Moutoussis; Ray Dolan; John Shawe-Taylor; John Ashburner; Janaina Mourão Miranda (PRNI, 2018)

Interpreting weight maps in terms of cognitive or clinical neuroscience: nonsense? - Jessica Schrouff; Janaina Mourão Miranda (PRNI, 2018)

Finding the needle in high-dimensional haystack: A tutorial on canonical correlation analysis. - Hao-Ting Wang; Jonathan Smallwood; Janaina Mourão Miranda; Cedric Huchuan Xia; Theodore D. Satterthwaite; Danielle S. Bassett; Danilo Bzdok (CoRR, 2018)

Embedding Anatomical or Functional Knowledge in Whole-Brain Multiple Kernel Learning Models. - Jessica Schrouff; João M. Monteiro; Liana Catarina Lima Portugal; Maria João Duarte Rosa; Christophe Phillips; Janaina Mourão Miranda (Neuroinformatics, 2018)

Evidence For Bias Of Genetic Ancestry In Resting State Functional MRI. - André Altmann; Janaina Mourão Miranda (ISBI, 2019)

ABCD Neurocognitive Prediction Challenge 2019: Predicting Individual Fluid Intelligence Scores from Structural MRI Using Probabilistic Segmentation and Kernel Ridge Regression. - Ágoston Mihalik; Mikael Brudfors; Maria Robu; Fabio S. Ferreira; Hongxiang Lin; Anita Rau; Tong Wu; Stefano B. Blumberg; Baris Kanber; Maira Tariq; Mar Estarellas Garcia; Cemre Zor; et al. (ABCD-NP@MICCAI, 2019)

ABCD Neurocognitive Prediction Challenge 2019: Predicting Individual Residual Fluid Intelligence Scores from Cortical Grey Matter Morphology. - Neil P. Oxtoby; Fabio S. Ferreira; Ágoston Mihalik; Tong Wu; Mikael Brudfors; Hongxiang Lin; Anita Rau; Stefano B. Blumberg; Maria Robu; Cemre Zor; Maira Tariq; Mar Estarellas Garcia; et al. (ABCD-NP@MICCAI, 2019)

Combining heterogeneous data sources for neuroimaging based diagnosis: re-weighting and selecting what is important. - Michele Donini; João M. Monteiro; Massimiliano Pontil; Tim Hahn; Andreas J. Fallgatter; John Shawe-Taylor; Janaina Mourão Miranda (NeuroImage, 2019)

Finding the needle in a high-dimensional haystack: Canonical correlation analysis for neuroscientists. - Hao-Ting Wang; Jonathan Smallwood; Janaina Mourão Miranda; Cedric Huchuan Xia; Theodore D. Satterthwaite; Danielle S. Bassett; Danilo Bzdok (NeuroImage, 2020)

TransductGAN: a Transductive Adversarial Model for Novelty Detection. - Najiba Toron; Janaina Mourão Miranda; John Shawe-Taylor (CoRR, 2022)

A hierarchical Bayesian model to find brain-behaviour associations in incomplete data sets. - Fabio S. Ferreira; Ágoston Mihalik; Rick A. Adams; John Ashburner; Janaina Mourão Miranda (NeuroImage, 2022)

Identifying latent disease factors differently expressed in patient subgroups using group factor analysis. - Fabio S. Ferreira; John Ashburner; Arabella Bouzigues; Chatrin Suksasilp; Lucy L. Russell; Phoebe H. Foster; Eve Ferry-Bolder; John C. van Swieten; Lize C. Jiskoot; Harro Seelaar; Raquel Sánchez-Valle; Robert Laforce; et al. (CoRR, 2024)